Release notes for Soda products

Join to the #release-alerts channel in Slack to get notifications of Soda product releases.

[soda-core] 3.4.0

^{21 October 2024}

3.4.0 Features and fixes

Add support for Azure SQL, Synapse, and Microsoft Fabric and extend support for SQL Server by @sdebruyn in #2160
Add page to docs folder for data contracts language reference by @janet-can in #2166

Refer to the Soda Core Release Notes for details.

[soda-library] 1.7.0

^{17 October 2024}

1.7.0 Features and Fixes

Support both pydantic v1 and v2 by @m1n0 in #328

[soda-library] 1.6.5

^{17 October 2024}

1.6.5 Features and Fixes

Feature: changed auto_exclude_anomaly under TrainingDatasetParameters by @teresama in #333
Chore: performance testing CI pipeline

[soda-cloud] Bulk-edit dataset responsibilities and attributes

^{17 October 2024}

Soda’s newest feature enables you to apply attributes, or assign users or user groups, and set their permissions, for more than one dataset at a time. To do so, access the Datasets page in the UI, select multiple datasets, then select Edit. Changes you make apply to all the selected datasets.

[soda-agent] 1.1.31

^{16 October 2024}

1.1.31

This release maps to Soda Library 1.6.4.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-agent] 1.1.30

^{09 October 2024}

1.1.30

This release maps to Soda Library 1.6.4.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.6.4

^{08 October 2024}

1.6.4 Features and Fixes

Chore: Changed pandas version to be compatible with python 3.8 by @teresama in #323
Add tracing to bunch of classes + allow 1.6.4.dev0 by @jzalucki in #325
Update obs extreme values test after pandas2 by @m1n0 in #329
Run perf nightly, add more dd tags, fix none hostname. by @jzalucki in #330
Feature: offer user control to automatically exclude classified anomalies from training auto_exclude_anomalies in anomaly checks by @teresama in #327
Fix obs test for py38 by @m1n0 in #331
[CLOUD-8480] Revert “Put back global 10k query limit temporarily (#324)” by @dirkgroenen in #332

[soda-library] 1.6.3

^{26 September 2024}

1.6.3 Features and Fixes

Put back global 10k query limit temporarily by @m1n0 in #324

[soda-agent] 1.1.29

^{26 September 2024}

1.1.29

This release maps to Soda Library 1.6.3.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-cloud] Introducing custom roles

^{26 September 2024}

To manage the actions of users that belong to a single organization, Soda Cloud uses roles, groups, and access permissions. These roles and groups and their associated permissions enforce limits on the abilities for users to access or make changes to resources, or to make additions and changes to organization settings and default access permissions.

New in Soda Cloud, you can create and edit new global or dataset roles to customize access to resources and functionalities in your organization.

See: Manage global roles, user groups, and settings
See: Manage dataset roles

[soda-agent] 1.1.28

^{25 September 2024}

1.1.28

This release maps to Soda Library 1.6.2.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.6.2

^{24 September 2024}

1.6.2 Features and Fixes

Remove global hard limit on queries by @m1n0 in #321
Fix: exclude NaNs (as NULLS) from aggregate queries in databricks by @bastienboutonnet in #322

[soda-agent] 1.1.27

^{18 September 2024}

1.1.27

This release maps to Soda Library 1.6.1.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.6.1

^{17 September 2024}

1.6.1 Features and Fixes

Dataset level configuration for attributes and samples columns. by @jzalucki in #313
Do not collect samples if collecting of default samples were disabled in the cloud. by @jzalucki in #314
Use default cloud samples columns. by @jzalucki in #315
Fix: Handle cases where database returns NaN instead of NULL in aggs and frequent values queries by @bastienboutonnet in #316
Add support for collect failed rows table and checks level. by @jzalucki in #317
CLOUD-8251 - Fix Oracle in CI by @dakue-soda in #302
Add custom message to DefaultSampler depending on samples disabled reason. by @jzalucki in #319
Send soda library version during file upload, if fileId not present mark sample as not persisted with a message. by @jzalucki in #318

[soda-core] 3.3.15 - 22

^{12 September 2024}

3.3.15 - 3.3.22 Fixes

Removing the data source name lower case requirement by @tombaeyens in #2161
Fixing Spark session API by @tombaeyens in #2159
Fixing the lacking data source error message on contract build by @tombaeyens in #2158
Fixing test library dependencies for test table creation by @tombaeyens in #2157
Fixing atlan source contract yaml and lacking schema error message by @tombaeyens in #2153
Fixed the Atlan integration glue db-schema switch by @tombaeyens in #2152
Comparison check - fix other table filter by @jzalucki in #2149
Contracts7 : Fixing the integration correlation issue by @tombaeyens in #2148

Refer to the Soda Core Release Notes for details.

[soda-library] 1.6.0

^{04 September 2024}

1.6.0 Features and Fixes

Comparison check: Fix “other” table filter by @jzalucki in #304
Oracle: Bug fixes by @m1n0 in #260
Failed rows: Always expose failing sql for failed rows and user defined metric if failing query is available. by @jzalucki in #305
Failed rows: Add column property to failed rows and user defined metric checks. by @jzalucki in #307
Failed rows: Templatize rerouted sample message. by @jzalucki in #310
Observability: Catch issues when orchestrating profiling by @m1n0 in #311
Observability: Fall back to 1M if partition fails by @m1n0 in #312
Observability: Set duplicate percentage to None when zero rows in partition by @jzalucki in #301
Observability: Warn user when 24h partition is empty. by @jzalucki in #306

[soda-agent] 1.1.26

^{04 September 2024}

1.1.26

This release maps to Soda Library 1.6.0.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-agent] 1.1.25

^{19 August 2024}

1.1.25

This release maps to Soda Library 1.5.25.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.5.25

^{14 August 2024}

1.5.25 Fixes

Spark: Replicate implicit ‘include all’ in profiling by @m1n0 in #300 and #303
Freshness: Support variables in thresholds by @m1n0

[soda-core] 3.3.14

^{14 August 2024}

3.3.14 Fixes

Cross row count check should support custom identity. by @jzalucki in #2139
Handle SQL exception nicely for failed rows and user-defined check. by @jzalucki in #2140
Spark: Send discovery data despite errors. by @jzalucki in #2142
Spark: Failed rows should not be limited to max 100 total results. by @jzalucki in #2143
Freshness: Support variables in thresholds by @m1n0 in #2146
Spark: replicate implicit ‘include all’ in profiling consistently wit… by @m1n0 in #2147

Refer to the Soda Core Release Notes for details.

[soda-library] 1.5.24

^{13 August 2024}

1.5.24 Fixes

Adapt anomaly detector outcome messages for observability by @bastienboutonnet in #296
Always clean DB even on GH. by @jzalucki in #295
Group evolution: fix group changes not being detected by @m1n0 in #297
Feature: smaller min confidence interval ratio by @bastienboutonnet in #298
Execute observability checks outside of regular flow. by @jzalucki in #299

[soda-agent] 1.1.24

^{13 August 2024}

1.1.24

This release maps to Soda Library 1.5.24.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.5.23

^{02 August 2024}

1.5.23 Fixes

Attempt to always show freshness even if last 24 hours partition does not return data. by @jzalucki in #291
Observability: Always add partition column to profiling result by @m1n0 in #293

[soda-agent] 1.1.23

^{02 August 2024}

1.1.23

This release maps to Soda Library 1.5.23.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.5.22

^{01 August 2024}

1.5.22 Fixes

Observability: minimize metadata retrieval, do not push data into dis… by @m1n0 in #282
Handle SQL exception nicely for failed rows and user-defined check. by @jzalucki in #286
Spark: send discovery data despite errors. by @jzalucki in #290
Quote column names during observability partition detection. by @jzalucki in #288
Spark: failed rows should not be limited to max 100 total results. by @jzalucki in #292

[soda-agent] 1.1.22

^{01 August 2024}

1.1.22

This release maps to Soda Library 1.5.22.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.5.21

^{31 July 2024}

1.5.21 Fixes

Add nchar, nvarchar and binary to text types for profiling. by @jzalucki in #281
CLOUD 8061: alias table names in sql queries by @jzalucki in #280
Oracle data source properties prefix should be None instead of “None” when no service name is provided. by @jzalucki in #283
Sqlserver: use appropriate aggregate methods to build queries by @jzalucki in #284
Cross row count check should support custom identity. by @jzalucki in #285
Copyedit on frequency detection error message by @janet-can in #287
Chore: update auto-assignments by @milanaleksic in #289

[soda-core] 3.3.13

^{29 July 2024}

3.3.13 Fixes

Always reset logger when new scan instance is created. by @jzalucki in #2136

Refer to the Soda Core Release Notes for details.

[soda-cloud] Sync user groups with IdP

^{25 July 2024}

Soda Cloud introduces a new feature that enables Admins to regularly one-way sync the user groups you have defined in Okta or Azure Active Directory into Soda Cloud via SSO integration.

Doing so obviates the need to manually create user groups in Soda Cloud that you have already defined in your IdP, and enables your team to select an IdP-managed user groups when assigning ownership access permissions to a resource, in addition to any user groups you may have created manually in Soda Cloud.

Learn more

[soda-library] 1.5.20

^{24 July 2024}

1.5.20 Fixes

Fix: make sure labelling incorrect anomalies always returns something by @bastienboutonnet in #265

[soda-agent] 1.1.21

^{24 July 2024}

1.1.21

This release maps to Soda Library 1.5.19.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.5.19

^{23 July 2024}

1.5.19 Fixes

Always reset logger when new Scan instance is created. by @jzalucki in #277
Use SHOW TABLES and SHOW VIEWS instead of spark session catalog API. by @jzalucki in #278
Fix: apply cast to numerical for ms sqlserver by @bastienboutonnet in #279

[soda-library] 1.5.18

^{22 July 2024}

1.5.18 Fixes

Use spark session catalog to get all table names including temporary views. by @jzalucki in #276

[soda-core] 3.3.12

^{18 July 2024}

3.3.12 Fixes

Scan context: support list keys in getter by @m1n0 in #2135

Refer to the Soda Core Release Notes for details.

[soda-agent] 1.1.20

^{18 July 2024}

1.1.20

This release maps to Soda Library 1.5.17.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.5.17

^{17 July 2024}

1.5.17 Fixes

Reconciliation: support custom source/target query with deepdiff strategy by @jzalucki in #269
Observability: apply 1M rows limit with time partition. by @jzalucki in #270
Snowflake: support custom hostname and port (#2109) by @m1n0 in #271
Add sslmode support to postgres and denodo (#2066) by @m1n0 in #273
Add Scan Context to read/write data from/to a scan (#2134) by @m1n0 in #272
Better user provided queries sanitize. (#2131) by @jzalucki in #275

[soda-core] 3.3.11

^{17 July 2024}

3.3.11 Features and fixes

Date formats: improve date format regex by @pholser in #2128
Duckdb: fix schema check for db in file by @m1n0 in #2130
Snowflake: support custom hostname and port @whummer in #2109
Improve user provided query sanitization. by @jzalucki in #2131
Scan Context: read/write data from/to a scan by @m1n0 in #2134
Add sslmode support to postgres and denodo by @m1n0 in #2066
Sqlserver: add support for custom parameters. by @jzalucki in #2132

Refer to the Soda Core Release Notes for details.

[soda-library] 1.5.16

^{16 July 2024}

1.5.16 Fixes

Observability: get all metric history by @m1n0 in #268

[soda-agent] 1.1.19

^{16 July 2024}

1.1.19

This release maps to Soda Library 1.5.14.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.5.15

^{15 July 2024}

1.5.15 Fixes

Fix: cast SUM query to NUMERIC in BQ by @bastienboutonnet in #266
Fix: output outlier holidays even when no country holiday by @bastienboutonnet in #267

[soda-cloud] User groups

^{08 July 2024}

Create user groups in Soda Cloud to manage role-based permissions (Admin, Manager, Editor, Viewer) to resources. Once created, assign role-based permission to access a dataset to user groups, or assign user groups as alert notification rules recipients, and more.

Refer to Create custom user groups for details.

[soda-core] 3.3.10

^{08 July 2024}

3.3.10 Features and fixes

Bugfix for the Atlan integration when using soda-core & contracts

Refer to the Soda Core Release Notes for details.

[soda-agent] 1.1.17 & 1.1.18

^{03 July 2024}

1.1.17 - 18

These releases map to Soda Library 1.5.13 and 1.5.14, respectively.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.5.14

^{02 July 2024}

1.5.14 Fixes

Http Sampler: Do not invoke when no failed rows by @m1n0 in #264
Missing Count: Fix sample query by @m1n0 in #264
Between threshold: Fix error when using variables by @m1n0 in #264
Profiling: Fix discovery metadata bug by @m1n0 in #263

[soda-library] 1.5.13

^{28 June 2024}

1.5.13 Fixes

Databricks: run tests in CI by @m1n0 in #239
Fix CI by @m1n0 in #261
Set minimum version of the freshness detector to 0.0.7 by @bastienboutonnet in #262

[soda-core] 3.3.7 & 3.3.8 & 3.3.9

^{28 June 2024}

3.3.7 - 9 Features and fixes

Contracts4 by @tombaeyens in #2116
Duplicate check: Remove unused aggregated query by @m1n0 in #2118
Updated readme by @janet-can in #2104
Oracle: Fix formats, freshness, other minor fixes by @m1n0 in #2106
Sampler: Do not invoke http endpoint if no failed rows present by @jzalucki in #2115
Missing count: Fix sample query by @jzalucki in #2114
Between threshold: Fix error when using variables by @jzalucki in #2113

Refer to the Soda Core Release Notes for details.

[soda-agent] 1.1.15 & 1.1.16

^{28 June 2024}

1.1.15 - 16

These releases map to Soda Library 1.5.13.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.5.12

^{27 June 2024}

1.5.12 Fixes

SAS-3334 For duckdb do not use database as filter at all. by @jzalucki in #259
Fix: explictly construct country holiday df and concat with outliers by @bastienboutonnet in #256

[soda-agent] 1.1.14

^{27 June 2024}

1.1.14

This release maps to Soda Library 1.5.12.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.5.11

^{24 June 2024}

1.5.11 Fixes and features

Fix: leave warning bounds and only make level be pass when warn by @bastienboutonnet in #257
Fix: handle overflowing timestamps for nanosecond precision overflow issues by @bastienboutonnet in #258

[soda-agent] 1.1.13

^{24 June 2024}

1.1.13

This release maps to Soda Library 1.5.11.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.5.10

^{21 June 2024}

1.5.10 Fixes and features

CLOUD-7426 Add scan_time to http payload. by @jzalucki in #255
Feature: exclude outliers from training via holiday interface by @bastienboutonnet in #254

[soda-agent] 1.1.12

^{21 June 2024}

1.1.12

This release maps to Soda Library 1.5.9.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.5.9

^{20 June 2024}

1.5.9 Fixes and features

Oracle: fix profiling/discovery queries by @m1n0 in #253

[soda-core] 3.3.6

^{20 June 2024}

3.3.6 Features and fixes

CLOUD-7708 - Add Snowflake CI account to pipeline for soda-core by @dakue-soda in #2088
CLOUD-7400 - Improve memory usage by @dirkgroenen in #2081
Duplicate check: fail gracefully in case of error in query by @m1n0 in #2093
Bump requests and tox/docker by @m1n0 in #2094
Duplicate check: support sample exclude columns fully by @m1n0 in #2096
Spark: profiling support more text types by @m1n0 in #2099
Spark: profiling support more numeric types by @m1n0 in #2100
Oracle: fix profiling/discovery queries, add numeric profiling by @m1n0 in #2101

Refer to the Soda Core Release Notes for details.

[soda-library] 1.5.7 & 1.5.8

^{18 June 2024}

Fixes and features

Observability: Fix Anomaly Detection check history retrieval by @m1n0 in #246
Spark: profiling support more text types (#2099) by @m1n0 in #250
Feature: use fail_only flag instead of warning 0 by @bastienboutonnet in #249
Oracle: fix queries, profiling and other by @m1n0 in #251
Duplicate check: support sample exclude columns fully by @m1n0 in #241
Spark: profiling support more numeric types by @m1n0 in #242
Fix: make gap removal wait for at least 5 days and implement simpler thresholds by @bastienboutonnet in #243
Profiling: support casting numericals to large data type by @m1n0 in #244
Cloud: better error handling and logging by @m1n0 in #245

[soda-agent] 1.1.10 & 1.1.11

^{18 June 2024}

These releases map to Soda Library 1.5.7 & 1.5.8, respectively.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.5.6

^{10 June 2024}

Fixes and features

Freshness in obs: add log msg when no data by @m1n0 in #238
Obs: get all metadata only when enabled, make tests more robust by @m1n0 in #240

[soda-agent] 1.1.9

^{10 June 2024}

This release maps to Soda Library 1.5.7.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-agent] 1.1.8

^{07 June 2024}

This release maps to Soda Library 1.5.5.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-agent] 1.1.7

^{06 June 2024}

This release maps to Soda Library 1.5.5.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.5.5

^{05 June 2024}

Fixes and features

SAS-3519 CLOUD-7769: Correctly map statuses from remote scans by @dirkgroenen in #232
Bump requests and tox/docker by @m1n0 in #236
Feature: make all non critical error messages be warnings in profiling by @bastienboutonnet in #235
Feature: observability anomalies are considered correctly classified unless negative feedback given by @bastienboutonnet in #234
Duplicate check: fail gracefully in case of error in query by @m1n0 in #237

[soda-cloud] Soda AI

^{30 May 2024}

Announcing Soda AI, a suite of generative AI (GenAI) features made generally available, and available for preview upon request.

Soda AI SQL Assistant and Soda AI Regex Assistant
Powered by OpenAI’s GPT-3.5 & GPT-4, the generative SQL and regular expression assistants available in Soda Cloud’s no-code checks helps you write the queries and expressions you can add to validity, missing, SQL failed rows, and SQL metric checks. The Soda AI SQL or Regex Assistants are enabled for new Soda Cloud accounts by default. If you do not wish to use them, navigate to your avatar > Organization Settings, then click to remove the check from the box for Enable SQL and Regex Assistants Powered By Powered by OpenAI.
Read more in Write SodaCL checks.

Ask AI Assistant
Powered, in part, by kapa.ai, the Ask AI Assistant in Soda Cloud answers almost any question you have about Soda, from how to integrate with other tools, to writing SodaCL, to addressing errors, and beyond. Request preview access to begin experimenting with the power of GenAI-driven data quality testing.

[soda-library] 1.5.4

^{29 May 2024}

Fixes and features

CLOUD-7751 - fix nightly CI pipeline, use Snowflake CI account config… by @dakue-soda in #229
Feature: use partition row count (via aggregates) and use in duplicate percent by @bastienboutonnet in #230

[soda-agent] 1.1.5 & 1.1.6

^{29 May 2024}

These releases map to Soda Library 1.5.4.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.5.3

^{28 May 2024}

Fixes and features

CLOUD-7400: Improve memory usage for Queries by @dirkgroenen in #227
CLOUD-7702: Add Snowflake CI account to pipeline for soda-library by @dakue-soda in #223
CLOUD-7725: use newer thrift 0.20.0 by @milanaleksic in #228

[soda-agent] 1.1.4

^{27 May 2024}

This release maps to Soda Library 1.5.2.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.5.2

^{24 May 2024}

Fixes and features

Observability: handle one row scenario by @m1n0 in #224
User defined metric check: support failed rows query by @m1n0 in #226

[soda-core] 3.3.5

^{24 May 2024}

Features and fixes

Failed rows: fix warn/fail thresholds for fail condition by @m1n0 in #2084
Upgrade to latest version of ibm-db python client by @Antoninj in #2076
User defined metric check: support fail query by @m1n0 in #2089

Refer to the Soda Core Release Notes for details.

[soda-agent] 1.1.3

^{24 May 2024}

This releases maps to Soda Library 1.5.2.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-cloud] Anomaly Dashboard

^{23 May 2024}

Introducing Soda’s Anomaly Dashboard for observability. Use the dashboard driven by machine learning to get automated insights into basic data quality metrics for your datasets. Learn more

Supported by Soda deployments that use a self-hosted or Soda-hosted Agent to connect to data sources.

[soda-library] 1.5.1

^{22 May 2024}

Fixes and features

Fix float comparisons in tests by @m1n0 in #222
Observability: hash metric identities by @m1n0 in #225

[soda-agent] 1.1.2

^{22 May 2024} This releases maps to Soda Library 1.5.1.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.5.0

^{20 May 2024}

Fixes and features

Observability beta (behind feature flag) @m1n0 in #198

[soda-library] 1.4.10

^{17 May 2024}

Fixes and features

Failed rows: fix warn/fail thresholds for fail condition (#2084) by @m1n0 in #221
upgrade sqlparse version inside soda base package by @Antoninj in #220

[soda-library] 1.4.9

^{14 May 2024}

Fixes and features

CLOUD-7400 Stream query data through memory, reducing memory footprint by @dirkgroenen in #210

[soda-agent] 1.1.1

^{14 May 2024}

This releases maps to Soda Library 1.4.8.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.4.8

^{07 May 2024}

Fixes and features

CLOUD-7362: add base exception to error log messages cloud payload by @Antoninj in #212
Fix automated monitoring, prevent duplicate queries by @m1n0 in #90
Denodo: fix connection timeout attribute (#2065) by @m1n0 in #215
DB2: Update db2_data_source.py (#2063) by @m1n0 in #216
Update autoflake precommit by @m1n0 in #214
SAS-3361: upgrade to latest version of ibm-db python client by @Antoninj in #213
Hive: support scheme by @m1n0 in #217
Bump dev requirements by @m1n0 in #218

[soda-core] 3.3.3 & 3.3.4

^{07 May 2024}

Features and fixes

Fix automated monitoring, prevent duplicate queries by @m1n0 in #2075
Hive support scheme by @m1n0 in #2077
Bump deps by @m1n0 in #2079
Update autoflake precommit by @m1n0 in #2070
Contracts v3 by @tombaeyens in #2067

Refer to the Soda Core Release Notes for details.

[soda-agent] 1.1.0

^{25 April 2024}

Fixes

CLOUD-7385: Update probes for Spring Boot by @s4got10dev in #67

This releases maps to Soda Library 1.4.7.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-core] 3.3.2

^{24 April 2024}

Features and fixes

Rename argument in set_scan_results_file method by @ozgenbaris1 in #2047
Dremio: support disableCertificateVerification option by @m1n0 in #2049
Denodo: fix connection timeout attribute by @m1n0 in #2065
DB2: support security option by @4rahulae in #2063

Refer to the Soda Core Release Notes for details.

[soda-agent] 1.0.8, 1.0.9, 1.0.10

^{22 April 2024}

These releases map to Soda Library 1.4.7.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.4.7

^{10 April 2024}

Fixes and features

Rename argument in set_scan_results_file method (#2047)
Dremio: support disableCertificateVerification option (#2049)

[soda-agent] 1.0.7

^{10 April 2024}

This release maps to Soda Library 1.4.7.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-agent] 1.0.6

^{09 April 2024}

This release maps to Soda Library 1.4.6.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.4.5 & 1.4.6

^{04 April 2024}

Fixes and features

SAS-3165 Only reset sampler when originally SodaCloudSampler by @dirkgroenen in #207
Feature: enable new anomaly detection algo in group by checks by @bastienboutonnet in #208

[soda-cloud] Soda AI Assistants

^{28 March 2024}

Powered by OpenAI’s GPT-3.5 & GPT-4, the generative SQL and regular expression assistants available in Soda Cloud’s no-code checks helps you write the queries and expressions you can add to validity, missing, SQL failed rows, and SQL metric checks.

Soda’s SQL or Regex assistants are enabled for new Soda Cloud accounts by default. If you do not wish to use them, navigate to your avatar > Organization Settings, then click to remove the check from the box for Enable SQL and Regex Assistants Powered By Powered by OpenAI.

[soda-agent] 1.0.4 & 1.0.5

^{24 March 2024}

These releases map to Soda Library 1.4.5 & 1.4.6, respectively.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-agent] 1.0.3

^{24 March 2024}

This release maps to Soda Library 1.4.4.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.4.4

^{23 March 2024}

Fixes and features

Failed rows: fix warn/fail thresholds by @m1n0 in #204
Bump opentelemetry to 1.22 by @m1n0 in #205

[soda-core] 3.3.1

^{23 March 2024}

Features and fixes

Feature: improved wording and tooltip formatting in simulator by @bastienboutonnet in #2038
Failed rows: fix warn/fail thresholds by @m1n0 in #2042
Bump opentelemetry to 1.22 by @m1n0 in #2043
Bump dev requirements by @m1n0 in #2045

Refer to the Soda Core Release Notes for details.

[soda-library] 1.4.3

^{20 March 2024}

Fixes and features

Add missing import for type annotations backwards compatibility by @Antoninj in #196
Refactor: Parse access_url from dbt config for new multicell org by @bastienboutonnet in #194
Timestamp conversion fixes by @Antoninj in #200
SAS-2966 Remove scan reference exception throw in local mode by @dirkgroenen in #199
Add test for checks level attributes by @m1n0 in #201
Fix: Attribute handler timezone test by @m1n0 in #202
Feature: Better legend wording and nicer tooltip formatting by @bastienboutonnet in #203

[soda-core] 3.3.0

^{15 March 2024}

Features

Contracts 2nd iteration @tombaeyens in #2006

Soda Core 3.3.0 supports the newest, experimental version of soda-contracts. The new version introduces changes that may not be compatible with the previous experimental version of soda-contracts. To continue using the first version of soda-contracts without any adjustments, upgrade to Soda Core 3.2.4 for the latest in bug fixes and updates.

Refer to the Soda Core Release Notes for details.

[soda-core] 3.2.4

^{15 March 2024}

Fixes and features

Fix: Support attributes on multiple checks by @milanaleksic in #2032
Use dbt’s new access_url pattern to access cloud API by @bastienboutonnet in #2035

Refer to the Soda Core Release Notes for details.

[soda-library] 1.4.2

^{05 March 2024}

Fixes

Dremio: fix token support (#2028) by @m1n0 in #195

[soda-core] 3.2.3

^{05 March 2024}

Fixes and features

Feature: implement daily and monthly seasonality to external regressor … by @baturayo in #2027
Dremio: Fix token support by @m1n0 in #2028

Refer to the Soda Core Release Notes for details.

[soda-agent] 1.0.2

^{05 March 2024}

This release maps to Soda Library 1.4.2.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-agent] 1.0.1

^{05 March 2024}

This release maps to Soda Library 1.4.1.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-agent] 0.9.2

^{05 March 2024}

This release maps to Soda Library 1.4.2.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.4.1

^{01 March 2024}

Fixes and features

IA-533: Implement daily and monthly seasonality to external regressor by @baturayo in #189
Support GMT (Zulu) and microseconds time format by @m1n0 in #193

[soda-agent] 1.0.0

^{29 February 2024}

This release maps to Soda Library 1.3.2.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

Upgrade to 1.0.0

This release includes several key changes to the way the Soda Agent works. If you already use a Soda Agent, carefully consider the changes that Soda Agent 1.0.0 introduces and make appropriate changes to your configured parameters.

Soda Agent 1.0.0 removes idle mode in the scan-launcher. The new agent version starts a separate job for each scan, ensuring better concurrency and resource utilization and obviates the need for Redis. When you upgrade your agent, be sure to remove the following properties, if you have configured them, as they will not be supported in future releases:
- soda.core.idle
- soda.core.replicas
- soda.scanlauncher.idle.*
- soda.agent.redis.*
- externalRedis

Soda Agent 1.0.0 no longer uses logging sidecars and, instead, offers the optional ability to produce logs as console output in plain text or JSON formats. Optionally, you can add the configure the soda.agent.logFormat and soda.agent.loglevel parameters to produce logs; see Deploy a Soda Agent in a Kubernetes cluster. When you upgrade your agent, be sure to remove the following properties, if you have configured them, as they will not be supported in future releases:
- loggingJsonOff
- soda.agent.loggingSidecar
- soda.scanlauncher.loggingSidecar

Soda Agent 1.0.0 changes the default value for soda.polling.interval to 5 seconds. Do not change this value. If you have already configured a custom polling interval, remove the setting.

Soda Agent 1.0.0 does not use Kubernetes Cron jobs for executing scans. When you upgrade your agent, be sure to remove the following properties, if you have configured them, as they will not be supported in future releases:
- soda.scanlauncher.failedJobsHistoryLimit
- soda.scanlauncher.successfulJobsHistoryLimit

Soda Agent 1.0.0 favors manged or self-managed node groups over AWS Fargate, AKS Virtual Nodes, or GKE Autopilot profiles. Though this version of the agent still works with those profiles, the scan performance is slower because the profiles provision new nodes for each scan. To migrate your agent to a managed node group:
1. Add a managed node group to your Kubernetes cluster.
2. Check your cloud-services provider’s recommendations for node size and adapt it for your needs based on volume of scans you anticipate. Best practice dictates that you set your cluster to have at least 2 CPU and 2GB of RAM, which, in general is sufficient to run up to six scans in parallel.
3. Upgrade to Soda Agent 1.0.0, configuring the helm chart to not use Fargate, Virtual Nodes, or GKE Autopilot by:
  - removing the provider.eks.fargate.enabled property, or setting the value to false
  - removing the provider.aks.virtualNodes.enabled property, or setting the value to false
  - removing the provider.gke.autopilot.enabled property, or setting the value to false
  - removing the soda.agent.target property
4. Remove the Fargate profiles, and drain existing workloads from virtual nodes in the namespace in which you deployed the Soda Agent so that the agent uses the node group to execute scans, not the profiles.

[soda-cloud] New Soda Cloud onboarding

^{29 February 2024}

Leveraging the release of the new Soda-hosted Agent, the Soda Cloud onboarding experience for new users has changed to a more streamlined experience setting up a new data source connection and preparing OOTB automated-monitoring checks within a few minutes. Sign up for Soda Cloud, then click Get Started to quickly get set up in the user interface and start checking your data for quality.

Additionally, schema checks are now acessible via no-code check user interface in Soda Cloud.

[soda-library] 1.4.0

^{28 February 2024}

Fixes and features

Cloud 6550: remote scans by @m1n0 in #192

[soda-library] 1.3.4

^{28 February 2024}

Fixes and features

Fix: timezone mismatch between the recent and historical ad results by @baturayo in #188
Feature: in anomaly detection simulator use soda core historic check results endpoint instead of test results by @baturayo in #190
Update dask-sql by @m1n0 in #191

[soda-core] 3.2.2

^{28 February 2024}

Fixes and features

Fix assets folder by @m1n0 in #2020
Fix: timezone mismatch between the recent and historical ad results by @baturayo in #2023
Feature: in anomaly detection simulator use soda core historic check results endpoint instead of test results by @baturayo in #2025
Update dask-sql by @m1n0 in #2026

Refer to the Soda Core Release Notes for details.

[soda-agent] 0.9.1

^{26 February 2024}

Features and improvements

CLOUD-7005: Change agent type from client-hosted to self-hosted by @s4got10dev in #55

This release maps to Soda Library 1.3.2.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[cloud-api] 0.1.0

^{21 February 2024}

Introducing Soda Cloud API v0. This API enables you and your team to access check and dataset information in Soda Cloud, and execute scans programmatically.

Access the Soda Cloud API documentation to learn more.

[soda-agent] 0.9.0

^{20 February 2024}

This release maps to Soda Library 1.3.2.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.3.3

^{13 February 2024}

Fixes and features

Fix: include simulator assets folder into the setup.py by @baturayo in #186

[soda-library] 1.3.2

^{13 February 2024}

Fixes and features

Fix: simulator import and streamlit path by @m1n0 in #182
Oracle: create dsn if not provided (#2012) by @m1n0 in #183
Oracle: cast config to str/int to prevent oracledb errors (#2018) by @m1n0 in #184
Oracle: fix Cloud integration by @m1n0 in #185

[soda-core] 3.2.1

^{13 February 2024}

Fixes and features

Feature: correctly identified anomalies are excluded from training data by @baturayo in #2013
Fix: show more clearly the detected frequency using warning message first by @baturayo in #2014
Fix: simulator streamlit path by @m1n0 in #2017
[pre-commit.ci] pre-commit autoupdate by @pre-commit-ci in #2016
Update oracle_data_source.py by @vinod901 in #2012
Oracle: cast config to str/int to prevent oracledb errors by @m1n0 in #2018

Refer to the Soda Core Release Notes for details.

[soda-agent] 0.8.57

^{13 February 2024}

This release includes bug fixes and features and maps to Soda Library 1.3.2.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.3.1

^{09 February 2024}

Fixes and features

Feature: correctly identified anomalies are excluded from training data by @baturayo in #178
Fix: show more clearly the detected frequency using warning message first by @baturayo in #180
Pin segment analytics and typing-extensions by @m1n0 in #181

[soda-library] 1.3.0

^{08 February 2024}

Fixes and features

Feature: anomaly detection simulator by @baturayo in #163
Feature: added dremio token support (#2009) by @m1n0 in #179
Temporarily affix Segment Analytics version by @dirkgroenen in #177
Cloud 6693 improve group by by @m1n0 in #176

[soda-core] 3.2.0

^{08 February 2024}

Fixes and features

Feature: implement severity level paramaters by @baturayo in #2001
Always use datasource specifis COUNT expression by @m1n0 in #2003
Fix: anomaly detection feedbacks by @baturayo in #2005
Feature: anomaly detection simulator (#163) by @baturayo in #2010
Dremio Token Support by @JorisTruong in #2009

Refer to the Soda Core Release Notes for details.

[soda-agent] 0.8.56

^{02 February 2024}

This release includes bug fixes and features and maps to Soda Library 1.2.4.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-cloud] Soda-hosted Agent

^{01 February 2024}

Introducing a secure, out-of-the-box Soda-hosted Agent to manage access to data sources from within your Soda Cloud account. Quickly configure connections to your data sources in the Soda Cloud user interface, then empower all your colleagues to explore datasets, access check results, customize collections, and create their own no-code checks for data quality.

Learn how to Set up a Soda-hosted agent.

[soda-agent] 0.8.55

^{01 February 2024}

This release includes bug fixes and features and maps to Soda Library 1.2.3.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.2.4

^{31 January 2024}

Fixes and features

Feature: implement severity level paramaters by @baturayo in #169
Fix for min_confidence_interval_ratio parameter by @baturayo in #170
Always use datasource specifis COUNT expression (#2003) by @m1n0 in #172
Send result to Cloud if data source connection issue by @m1n0 in #171
CLOUD-6805: avoid sending empty error location when logging configuration file parsing errors by @Antoninj in #173
CLOUD-6817: Catch Cloud exceptions (failed insertions) properly by @dirkgroenen in #174

[soda-agent] 0.8.54

^{29 January 2024}

This release includes bug fixes and features and maps to Soda Library 1.2.3.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.2.2 & 1.2.3

^{26 January 2024}

Fixes and features

Hive data source improvements by @robertomorandeira in sodadata/soda-core#1982
Feature: Implement migrate from anomaly score check config by @baturayo in sodadata/soda-core#1998
Bump Prophet by @m1n0 in sodadata/soda-core#2000
Tests: Use approx comparison for floats by @m1n0 in sodadata/soda-core#1999

Support token auth by @m1n0 in #159
Schema check: Support custom identity (#1988) by @m1n0 in #161
CLI: Omit exception if no cli args by @m1n0 in #162
Add semver release for major, minor and latest by @dirkgroenen in #164
Bug: Handle null values for continuous dist by @baturayo in #165
IA-486: implement new anomaly detection logic and syntax by @baturayo in #153
Fix Python3.8 type issues for new AD syntax by @baturayo in #166
Feature: Support built in prophet public holidays by @baturayo in #167

[soda-core] 3.1.4 & 3.1.5

^{24 January 2024}

Fixes and features

Hive data source improvements by @robertomorandeira in #1982
Featire: Implement migrate from anomaly score check config by @baturayo in #1998
Bump Prophet by @m1n0 in #2000
Tests: Use approx comparison for floats by @m1n0 in #1999

Dbt: Improve parsing logs by @m1n0 in #1981
Sampler: Fix link href by @m1n0 in #1983
Document group by example for Soda Core with failed rows check by @janet-can in #1984
Schema check: Support custom identity by @m1n0 in #1988
SAS-2735 Add semver release for major, minor and latest by @dirkgroenen in #1993
Bug: Handle null values for continuous dist (#165) by @baturayo in #1994
pre-commit autoupdate by @pre-commit-ci in #1977
Feature: Implement new anomaly detection in soda core by @baturayo in #1995
Feature: Support built-in prophet public holidays by @baturayo in #1997

Refer to the Soda Core Release Notes for details.

[soda-library] 1.2.0

^{16 January 2024}

Fixes and features

cbt: improve parsing logs by @m1n0 in #157
Sampler: fix link href by @m1n0 in #158
BREAKING: Row Reconciliation, new simple strategy for batch processing by @m1n0 in #155

[soda-library] 1.2.1

^{14 January 2024}

Fixes and features

Recon row fixes by @m1n0 in #160

[soda-library] 1.1.29

^{03 January 2024}

Fixes and features

Feature: implement warn_only for anomaly score by @baturayo in #156

[soda-core] 3.1.3

^{03 January 2024}

Fixes and features

Feature: implement warn_only for anomaly score (#156) by @baturayo in #1980

Refer to the Soda Core Release Notes for details.

[soda-library] 1.1.28

^{15 December 2023}

Fixes and features

Fix frequency aggregation bug for anomaly detection by @baturayo in #152
Bump pydantic from v1 to v2 by @baturayo in #151
Adding support for authentication via a chained list of delegate accounts by @m1n0 in #154

[soda-library] 1.1.27

^{15 December 2023}

Fixes and features

Group by: support anomaly/cot, better names by @m1n0 in #147

[soda-core] 3.1.2

^{15 December 2023}

Fixes and features

GCP Delegate Authentication support by @nathadfield in #1973
Fix anomaly detection frequency aggregation bug by @baturayo in #1975
Upgrade pydantic from v1 to v2 by @baturayo in #1974
[pre-commit.ci] pre-commit autoupdate by @pre-commit-ci in #1938

Refer to the Soda Core Release Notes for details.

[soda-agent] 0.8.53

^{15 December 2023}

This release includes bug fixes and features and maps to Soda Library 1.1.27.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-cloud] Soda Cloud offers no-code checks

^{07 December 2023}

Soda Cloud now supports no-code check creation.

To create no-code checks, you must be working with a dataset that has been onboarded via a data source connected using a Soda Agent. You must also have Admin, Manager, or Editor rights to add a no-code check to a dataset.

See: Define SodaCL checks

[soda-library] 1.1.26

^{04 December 2023}

Fixes and features

Freshness: support in-check filters (#1970) by @m1n0 in #150. Documentation to follow shortly.

[soda-core] 3.1.1

^{04 December 2023}

Fixes and features

Update python api docs by @m1n0 in #1967
Make custom identity fixed as v4 by @m1n0 in #1968
Freshness: support in-check filters by @m1n0 in #1970. Documentation to follow shortly.

Refer to the Soda Core Release Notes for details.

[soda-agent] 0.8.51 & 0.8.52

^{04 December 2023}

These releases includes bug fixes and features and map to Soda Library 1.1.26.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.1.24 & 1.1.25

^{24 November 2023}

Fixes and features

Reconciliation row: expose deepdiff config, lower sensitivity by @m1n0 in #149
Make custom identity fixed as v4 by @m1n0 in #143
Reconciliation row: fix key cols mapping, bugfixes by @m1n0 in #148

[soda-agent] 0.8.50

^{22 November 2023}

This release includes bug fixes and maps to Soda Library 1.1.23.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-cloud] Manage scheduled scans

^{21 November 2023}

Soda Cloud now supports scan failure alerts and improved scan visibility and management. Upgrade to Soda Agent v0.8.49 to access scan management features.

See Manage scheduled scans for details.

[soda-agent] 0.8.49

^{20 November 2023}

This release maps to Soda Library 1.1.23.
Access Soda documentation for instructions to upgrade a Soda Agent helm chart to use the latest version of Soda Library.

[soda-library] 1.1.23

^{19 November 2023}

Fixes and features

Align usage of database/catalog and implement fallback by @dirkgroenen in #142
Remove segment logs by @m1n0 in #145
Align usage of exit codes and add exit_code(4) by @dirkgroenen in #146

[soda-core] 3.1.0

^{16 November 2023}

Fixes and features

Introducing the launch of data contracts, Soda’s experimental way to set data quality standards for data products.

Refer to the Soda Core Release Notes for details.

[soda-library] 1.1.22

^{14 November 2023}

Fixes and features

Cloud: Add ScanId by @dirkgroenen in #137
Athena: Set default catalog name by @dirkgroenen in #139
Sqlserver: remove % from pattern (#1956) by @m1n0 in #140
Sqlserver: support quoting tables with brackets, “quote_tables” mode by @m1n0 in #141

[soda-core] 3.0.54

^{14 November 2023}

Fixes and features

Failed rows check: support thresholds by @m1n0 in #1960
Updated install doc to include MotherDuck support via DuckDB by @janet-can in #1963
Sqlserver: remove % from pattern by @chuwangBA in #1956
Sqlserver: support quoting tables using brackets, “quote_tables” mode by @m1n0 in #1959

Refer to the Soda Core Release Notes for details.

[reporting-api] Reporting API v1.3.1

^{09 November 2023}

Bug fix following the removal of creator_ fields causing SQL query errors for check_results and dataset endpoints.

[reporting-api] Reporting API v1.3.0

^{08 November 2023}

Fields related to creator information (with creator_ prefix) are now deprecated from the /checks, /check_results, datasets endpoints. Those fields were legacy from soda-sql. With soda-sql data removed from our system the concept of creator is also removed from the reporting API. Use the owner_ fields instead.

[reporting-api] 0.3.0

^{07 November 2023}

Deprecated

The Soda Cloud Reporting API v0 is now deprecated. Please use Reporting API v1.

[soda-library] 1.1.20 & 1.1.21

^{02 November 2023}

Fixes and features

Freshness: support mixed thresholds by @m1n0 in #134
Duckdb: Rename path to database by @dirkgroenen in #135
Failed rows: new ‘empty’ type, handle no rows scenario better by @m1n0 in #132
Extend Data Source identity migration to spark_df by @dirkgroenen in #133

[soda-core] 3.0.52 & 3.0.53

^{02 November 2023}

Fixes and features

Freshness: support mixed thresholds by @m1n0 in #1957
Add License to every package by @m1n0 in #1958
Fix: compute value counts in DB rather than in python for categoric d… by @baturayo in #1948
Feature: Add Dask/Pandas configurable data source naming support by @dirkgroenen in #1951

Refer to the Soda Core Release Notes for details.

[soda-library] 1.1.19

^{23 October 2023}

Fixes and features

Fix: compute value counts in DB rather than in python for categoric distribution checks by @baturayo in #116
Run scientific unit tests in CI by @baturayo in #121
Raise a warning instead of exception when dataset name is incorrect in suggestions by @baturayo in #126
Add support for custom dask data source name by @dirkgroenen in #120

[soda-cloud] 90-day check history

^{13 October 2023}

In addition to seven, 30, and 60 days, Soda Cloud now offers 90 days of check result history.

90-day-history

[soda-library] 1.1.17 & 1.1.18

^{12 October 2023}

Fixes and features

Remove quotes from dataset name in check payload by @m1n0 in #124
Fix package specific tests by @m1n0 in #123
Cloud 4311 nightly dev builds by @vijaykiran in #125
Add threshold support to failed row query/condition checks by @vijaykiran in #127

[soda-library] 1.1.15 & 1.1.16

^{11 October 2023}

Fixes and features

Change dbt version marker in extras_reqiure. To install soda-dbt, use either pip install -i https://pypi.cloud.soda.io "soda-dbt[ver16]" or pip install -i https://pypi.cloud.soda.io "soda-dbt[ver15]".
Fix error on invalid check attributes by @vijaykiran in #117
CLOUD-5705 Fix schema attributes validation by @vijaykiran in #118
Add attributes to checks level by @vijaykiran in #119
Add tests for reconciliation checks, minor bugfixes by @m1n0 in #122

[soda-core] 3.0.51

^{11 October 2023}

Fixes and features

Allow specification of virtual file name for add sodacl string by @m1n0 in #1943
Duckdb: support csv, parquet and json file formats by @PaoloLeonard in #1942
BigQuery: support job Labels by @data-fool in #1947

Refer to the Soda Core Release Notes for details.

[soda-library] 1.1.14

^{05 October 2023}

Fixes and features

Chore: rename Soda Library docker image build step by @Antoninj in #109
Fix threshold cloud payload for freshness checks by @vijaykiran in #112
Fix schema reconciliation config parsing by @m1n0 in #113
Allow to specify virtual file name for add sodacl string by @m1n0 in #115
Check type segment tracking by @m1n0 in #114

[soda-cloud] Data quality dashboard

^{05 October 2023}

Today marks the launch of the new Data Quality Dashboard in Soda Cloud. Get at-a-glance insight into check performance, overall data health, and activity information about users, active checks, and alert notifications. Access the Dashboard in the main navigation bar in Soda Cloud.

[soda-library] 1.1.13

^{27 September 2023}

Fixes and features

Reconciliation schema: support type mapping by @m1n0 in #110
Fix databricks numeric types profiling by @m1n0 in #111

[soda-core] 3.0.50

^{27 September 2023}

Fixes and features

Add thresholds and diagnostics to scan result by @m1n0 in #1939
Fix databricks numeric types profiling by @m1n0 in #1941

Refer to the Soda Core Release Notes for details.

[soda-library] 1.1.12

^{21 September 2023}

Fixes and features

Add PR auto assign reviewer GH workflow by @Antoninj in #103
Fix: nofile payload when http sampler is used by @m1n0 in #104
Trino: fix dataset prefix by @m1n0 in #105
Row reconciliation improve sample by @m1n0 in #106
Schema reconciliation improve diagnostics by @m1n0 in #107
Add thresholds and diagnostics to scan result by @m1n0 in #108

[soda-library] 1.1.11

^{19 September 2023}

Fixes and features

Feature: Support dbt 1.5 and 1.6 by @vijaykiran in #99
Feature: Reference check: support must NOT exist by @m1n0 in #100
Fix: Reconciliation variables support by @m1n0 in #93
Fix: Catch exceptions while building results file by @dirkgroenen in #63
Fix: Row diff: fix python 3.8 compatibility by @vijaykiran in #101
Improvement: Reconciliation row diff better config logging by @m1n0 in #102

[soda-core] 3.0.49

^{19 September 2023}

Fixes and features

Feature: Reference check: support must NOT exist by @m1n0 in #1937
Chore: remove redundant workflow by @dirkgroenen in #1931
Catch exceptions while building results file by @m1n0 in #1936
Pre-commit.ci: pre-commit autoupdate by @pre-commit-ci in #1935

Refer to the Soda Core Release Notes for details.

[soda-library] 1.1.10

^{13 September 2023}

Fixes

Reconciliation row diff handle incompatible schema by @m1n0 in #97
Fix: api_key_id tracking in check suggestions by @baturayo in #98

[soda-library] 1.1.9

^{12 September 2023}

Fix

Soda Library 1.1.9 includes a fix for reconciliation check results that have been overwriting historical results data in Soda Cloud.

Upon upgrading, Soda Cloud will archive any existing check history for reconciliation checks, only. With 1.1.9, reconciliation check results start collecting a fresh history of results with an improved check identify algorithm that properly retains check history.

Action

Upgrade to Soda Library 1.1.9 to leverage the fix.
Initiate a new scan that involves your reconciliation checks.
Review the refreshed check results in Soda Cloud, the start of new, properly-retained historical results.

[soda-library] 1.1.6 - 1.1.8

^{11 September 2023}

Fixes and features

Discussion scan type by @m1n0 in #91
Reconciliation schema remove warn, adjust pass graph numbers by @m1n0 in #92
Apply filter in row reconciliation by @m1n0 in #94
Reconciliation schema check by @m1n0 in #89
Reconciliation freshness check fix cloud ingest by @m1n0 in #87

[soda-library] 1.1.0 - 1.1.5

^{31 August 2023}

Fixes and features

Remove label from recon checks by @m1n0 in #82
Recon row sample more intuitive header by @m1n0 in #83
Handle recon metric division by zero by @m1n0 in #84
WIP row recon column mapping by @m1n0 in #85
Add Presto support by @vijaykiran in #86
Push recon metric diagnostics to Soda Cloud by @m1n0 in #77
Fix key columns related issue by @vijaykiran in #78
CLOUD-4549 change source/target column to source/target columns by @vijaykiran in #79
Fix recon row column handling by @m1n0 in #80
Fix divide by zero when the metric value is 0 by @vijaykiran in #81
Fix recon group type by @m1n0 in #72
Update recon label behaviour by @m1n0 in #73
Row reconciliation samples by @m1n0 in #70
Support custom identity for failed rows check type by @m1n0 in #65
Row recon metric send count only by @m1n0 in #66
Source and target key columns support by @m1n0 in #67
Ingest recon checks as groups, add summary and diagnostics by @m1n0 in #68
Row reconciliation samples by @m1n0 in #69

[soda-cloud] Soda Cloud agreements only run on approval

^{23 August 2023}

The agreement behavior in Soda Cloud has been changed.

As of this release, agreements do not run scans without stakeholder approval. When all stakeholders have approved an agreement, Soda Cloud begins running scans of your data according to the agreement’s scan definition.

Previously, Soda did not require stakeholder approval before running scans scheduled in an agreement.

See: Schedule a scan

[soda-library] 1.0.6 - 1.0.8

^{11 August 2023}

Fixes

Metrics-based recon checks WIP by @m1n0 in #52
Fix typo in recon check name construction by @m1n0 in #57
CLOUD-4314: Make abs default for reconciliation checks by @vijaykiran in #58
CLOUD-4320: Fix between thresholds for reconciliation by @vijaykiran in #59
Build cleanup by @vijaykiran in #60
CLOUD-4319: Add support for metric expressions by @vijaykiran in #61
CLOUD-3993: Apply the CI/CD fix from soda-core to CI/CD by @milanaleksic in #62
Reconciliation row diff checks WIP by @vijaykiran in #64
Recon row diff: fix threshold-based outcome WIP

[soda-core] 3.0.48

^{11 August 2023}

Fixes

Update docs to include experimental support for soda-core-teradata by @janet-can in #1916
Remove duckdb constraint by @JCZuurmond in #1921
Remove Vertica from build by @vijaykiran in #1923
Fix boolean attributes formatting by @m1n0 in #1925; addresses 400 error in sending results to Soda Cloud that involve checks with a boolean attribute such as a checkbox.

Refer to the Soda Core Release Notes for details.

[soda-cloud] Collections

^{10 August 2023}

The Checks dashboard in Soda Cloud now offers a feature to save Collections. Craft a combination of Soda Cloud filters to display your ideal set of data quality checks, then click Save Collection to name the custom filtered view so you can quickly access it again in the future.

[soda-cloud] Checks dashboard

^{08 August 2023}

Soda Cloud now uses a new Checks dashboard which displays checks and their latest scan results. This replaces the Check Results dashboard, that displayed all individual check results.

[soda-library] 1.0.5

^{26 July 2023}

Fixes

Trino connector has new options: source, client_tags
Fix for optional schema_name property added to schema checks (743811c)

[soda-library] 1.0.3 & 1.0.4

^{21 July 2023}

Fixes and features

CLOUD-4112 pass scan reference by @gregkaczan in #37
Source owner property in scan insert payload by @m1n0 in #39
Remove code that was originaly copied over from core by @m1n0 in #41
CLOUD-4144 add attributes to cross-checks by @vijaykiran in #42
Evaluate group evolution conditions if no historical data is present by @m1n0 in #40
Add dict as an overridable field by @vijaykiran in #43
Samples columns support by @m1n0 in #38
Fix filter in failed rows samples with parenthesis by @m1n0 in #44
Add app identifier to datasources by @vijaykiran in #45
Bug: skipping partition suggestion were causing the app to fail by @baturayo in #46
CLOUD-4170 expose cloud url by @gregkaczan in #49
[sqlserver] fix port configuration by @vijaykiran in #50
Set metric for failed rows check by @m1n0 in #48
Block soda suggest if cloud config is missing by @m1n0 in #51
Fix templates for failed rows by @vijaykiran in #53
Introduce schema_name property for schema checks by @vijaykiran in #54
Bump requirements by @vijaykiran in #55
Bug: fix keyboard interrupt tracking in check suggestions by @baturayo in #21
CLOUD-3967 merge soda scientific into main package by @vijaykiran in #20
Include template definition in check definition by @m1n0 in #23
DB prefix set to None if no info available by @m1n0 in #27
Improve templates not found/provided msgs by @m1n0 in #26
Update check suggestion links by @janet-can in #25
Fix boolean attributes+add tests by @m1n0 in #28
Update PR Workflow for merge queue support by @vijaykiran in #29
Templates support for failed rows check by @m1n0 in #30
Feature: track supported and unsupported data sources by @baturayo in #32
CLOUD-3862 push ci info file contents to cloud scan results by @gregkaczan in #31
Fix link to attributes by @vijaykiran in #33
TRINO: add http_headers option by @vijaykiran in #35
HIVE: add configuration parameters by @vijaykiran in #36
CLOUD-3861 pass scanType with cicd option by @gregkaczan in #34

[soda-core] 3.0.42 - 3.0.47

^{21 July 2023}

Fixes

Bump requests and markupsafe by @m1n0 in #1908
Create postgres_example.md by @rolandrmgservices in #1915
Pre-commit.ci: pre-commit autoupdate by @pre-commit-ci in #1905
Refactor: fix dask warnings for deprecated function by @baturayo in #1914
Added support for source and client_tags in trino data source by @deenkar in #1909
Set metric for failed rows check by @m1n0 in #1904
Add experimental Teradata support by @gpby in #1907
Fix multiple group by checks by @vijaykiran in #1918

Refer to the Soda Core Release Notes for details.

[soda-library] 1.0.1 & 1.0.2

^{23 June 2023}

Fixes

Add dispatch pipeline for pushing to Dockerhub by @dakue-soda in #10
Fix container build, the reference to our own pypi was m… by @dakue-soda in #11
Allow newer version of pyyaml by @m1n0 in #13
Handle scenario where schema cannot be obtained by @m1n0 in #14
Set default for group by name by @vijaykiran in #16
Include checks metadata in scan result by @m1n0 in #17
Upgrade BigQuery client to 3.x by @m1n0 in #19
Include basic data source info in scan payload by @m1n0 in #15

[soda-core] 3.0.40 & 3.0.41

^{23 June 2023}

Fixes

Do not qualify metadata queries by @m1n0 in #1896
Pin dask-sql by @m1n0 in #1890
Added Soda Core docs by @janet-can in #1893
Formatting adjustments to docs by @janet-can in #1894
Handle scenario where schema cannot be obtained by @m1n0 in #1895

Refer to the Soda Core Release Notes for details.

[soda-library] 1.0.0

^{15 June 2023}

General availability release

Introducing the launch of Soda Library, a Python library and CLI tool for testing data quality.

Built on top of Soda Core, Soda Library leverages all the features and functionality of the open-source tool, with newly added features. Install Soda Library from the command line, then configure it to connect to Soda Cloud using API keys that are valid for a free, 45-day trial.

pip install -i https://pypi.cloud.soda.io soda-postgres

If you already use Soda Core, you can seamlessly upgrade to Soda Library without changing any configurations, checks, or integrations. See Migrate from Soda Core for details.

Features

Soda Library supports SodaCL’s newest checks: Group By and Group Evolution.
- For an individual dataset, add a Group By configuration to specify the categories into which Soda must group the check results. When you run a scan, Soda groups the results according to the unique values in the column you identified.
- Use a Group Evolution check to validate the presence or absence of a group in a dataset, or to check for changes to groups in a dataset relative to their previous state.
Soda Library supports Check Suggestions, a helpful CLI tool that assists you in generating basic data quality checks. Instead of writing your own data quality checks from scratch, the check suggestions assisstant profiles your dataset, then prompts you through a series of questions so that it can leverage the built-in Soda metrics and auto-generate quality checks tailored to your data.
Soda Library supports Check template configurations that enable you to prepare a user-defined metric that you can reuse in checks in multiple checks YAML files.

[reporting-api] Reporting API v1.0.1

^{09 June 2023}

Released as generally available.

[soda-core] 3.0.38 & 3.0.39

^{08 June 2023}

Fixes

Core: Upgrade compatible duckdb version by @vijaykiran in #1875
Core: Revised README slightly for updated language by @janet-can in #1876
Cloud related code cleanup + simple log buffer by @m1n0 in #1881
Core Fix: Athena timestamp precision by @m1n0 in #1886

Refer to the Soda Core Release Notes for details.

[soda-core] 3.0.35, 3.0.36, 3.0.37

^{11 May 2023}

Fixes

Snowflake: Add database.schema prefix for snowflake by @vijaykiran in #1872
No Changes in 3.0.36 & 3.0.37 - due to PyPi incident package publishing was broken during 3.0.36 release.

Refer to the Soda Core Release Notes for details.

[soda-core] 3.0.33 & 3.0.34

^{10 May 2023}

Fixes and Features

Core: user defined checks using sql file by @vijaykiran in #1859
Scientific: implement optional sample field for DRO update by @baturayo in #1848
Core: Improved graphs and diagnostics for Schema check in Cloud by @m1n0 in #1789
Core: total failed rows for derived checks by @m1n0 in #1857
Core: dbt - use generic check type by @m1n0 in #1858
Core: snowflake - remove unnecessary dependencies by @vijaykiran in #1862
Core: pre-commit autoupdate by @pre-commit-ci in #1855
Core Generic check type for Schema check by @m1n0 in #1789
Scientific: pin pandas<2.0.0 on scientific lib by @bastienboutonnet in #1869

Refer to the Soda Core Release Notes for details.

[soda-cloud] Regions and multiple organizations

^{02 May 2023}

Soda Cloud users may set up multiple Soda Cloud organizations for use with different environments in a network infrastructure, such as staging and production.
New Soda Cloud users must select a region in which to store their account data when creating a Soda Cloud account.

[soda-core] 3.0.31 & 3.0.32

^{18 April 2023}

Fixes and features

Core: Document Analyze Table in tests by @m1n0 in #1844
Core: Apply dataset filters to reference check by @m1n0 in #1846
Core: Cleanup Group Evolution by @vijaykiran in #1853
Scientific: Fix: improve error handling when invalid metric is provided to AnomalyMetricCheck by @tituskx in #1850
Scientific: feat: derive bins and weights for categorical DRO in SQL warehouse by @tituskx in #1847
Core: Upgrade snowflake connector version by @vijaykiran in #1854

Refer to the Soda Core Release Notes for details.

[soda-core] 3.0.29 & 3.0.30

^{21 March 2023}

Fixes and features

Core: Use correct failing/passing query on aggregatedd query checks by @m1n0 in #1837
Core: Group by by @vijaykiran in #1840
Core: Fix wrong parsing of scheme for soda_cloud by @milanaleksic in #1841
Scientific: Fix: do not return anomalyProbability by @tituskx in #1807
Core: Add group evolution check by @vijaykiran in #1843

Refer to the Soda Core Release Notes for details.

[soda-core] 3.0.28

^{09 March 2023}

Fixes and features

Cloud: Fix freshness check cloud payload by @m1n0 in #1814
Cloud: Send the link details from sample configuration by @vijaykiran in #1832
Vertica: Fix profiling by @m1n0 in #1826
Core: Duplicate check: specify table for * query by @m1n0 in #1829
Duckdb: Support connection configuration by @m1n0 in #1830
Trino: Remove experimental python types arg by @vijaykiran in #1831

Refer to the Soda Core Release Notes for details.

[soda-cloud] AWS PrivateLink

^{28 February 2023}

Soda Cloud users may now set up private connectivity to a Soda Cloud account using AWS PrivateLink.

[soda-core] 3.0.24 & 3.0.25

^{23 February 2023}

Fixes and features

Cloud: Fix freshness check cloud payload by @m1n0 in #1814
Core: Duplicate check: get/send both raw and aggregated rows by @m1n0 in #1818
Core: Fix condition for fail queries by @vijaykiran in #1811
Core: Do not create sample rows when limit is 0 by @m1n0 in #1820
Dremio: Update dremio_data_source.py by @aayush16 in #1824
CI: Distinct PR and Nightly test runs by @m1n0 in #1821
CI: Fix tests run by @m1n0 in #1825
Core: Initial group by check support by @vijaykiran in #1827

Refer to the Soda Core Release Notes for details.

[soda-core] 3.0.24 & 3.0.25

^{23 February 2023}

Fixes and features

Core: Updates to README by @baturayo @janet-can
Core: Tiny update to readme subtitle byin #1806
Core: Improve profiling tests by @m1n0 in #1805
Core: Fix sampler parsing by @vijaykiran in #1813
Core: Ground work for query generation changes, and refactor reference check into two queries by @m1n0 in #1812
Core: Bump telemetry versions by @vijaykiran in #1810
Scientific: Fix: return yhat not trend as anomalyPredictedValue by @tituskx in #1802
Scientific: Refactor: only use last n_points in detect_anomalies method by @tituskx in #1808
Scientific: Fix: skip/ignore measurements does not work by @tituskx in #1799
Scientific: Fix anomaly result to expect feedback outside of anomaly diagnostics by @baturayo in #1797
Cloud: generic check API changes by @m1n0 in #1778
Cloud: Check attributes: send numeric type as string by @m1n0 in #1798

Refer to the Soda Core Release Notes for details.

[soda-cloud] Soda Agents made generally available

^{23 February 2023}

Soda Agent deployment instructions have been made generally available, no longer in Preview state. See:

[soda-core] 3.0.23

^{16 February 2023}

Fixes and features

Core: Optimize duplicate query by @m1n0 in #1781
Core: Pin duckdb version by @baturayo in #1791
Core: Invalid values/format/regex for validity checks by @m1n0 in #1793
Core: Data source utils: support config as string by @m1n0 in #1796
Profiling refactor: profiler implementation by @baturayo in #1775
Anomaly detection: Fix - confidence bounds of anomaly detection sit too close together by @tituskx in #1780
Anomaly detection: Bug - anomaly detection doesn’t use more than 3 historical check results by @baturayo in #1787
Cloud: Fix verbose mode in cloud requests by @m1n0 in #1792
CI: Update workflow.yml by @vijaykiran in #1794

Refer to the Soda Core Release Notes for details.

[soda-cloud] Scheme property for connecting Core to Cloud

^{30 January 2023}

The connection configuration for connecting Soda Core to Soda Cloud now includes the option to add a scheme property. This property allows you to provide a value for the scheme property to indicate which scheme to use to initialize the URI instance.

[soda-cloud] Multiple owners of agreements

^{26 January 2023}

For all our Soda Cloud Agreements users, we’ve made it possible to assign multiple owners to agreements.

[soda-cloud] Check attributes

^{26 January 2023}

Soda Cloud added a new feature to define check attributes that your team can apply to checks when they write them in an agreement or in a checks YAML file for Soda Core.

[soda-core] 3.0.22

^{25 January 2023}

Fixes and features

Vertica: Add Vertica Support by @mkovalyshev in #1771
Dask/Pandas: Dask and Pandas support by @baturayo in #1671
Profiling: Fix table and column inclusion/exclusion works correctly for profiling by @tituskx in #1735
Cloud: Add support for link text for failed row sampler messages by @vijaykiran in #1772
Cloud: Gather all queries in the query object by @m1n0 in #1773
Cloud: Add possibility to configure the URL scheme for Soda Cloud by @dakue-soda in #1776

Refer to the Soda Core Release Notes for details.

[soda-core] 3.0.21

^{19 January 2023}

Fixes and features

Core: Check attributes: Enable tests and fix support on all check types by @m1n0 in #1767
Core: CI: Use the Github token from the pipeline as a dispatch token by @dakue-soda in #1768

Refer to the Soda Core Release Notes for details.

[soda-core] 3.0.20

^{19 January 2023}

Fixes and features

Dremio: Fixes for profiling and discovery by @vijaykiran in #1764
Core: Attributes: add timezone to dates by @m1n0 in #1765
Core: Deprecation: actually remove execution of row count query in dataset discovery by @bastienboutonnet in #1763
Core: Add dataset filter test case starting with % by @baturayo in #1756

Refer to the Soda Core Release Notes for details.

[soda-core] 3.0.19

^{11 January 2023}

Fixes

Fix Docker build issue.

Refer to the Soda Core Release Notes for details.

[soda-core] 3.0.18

^{11 January 2023}

Features and fixes

Core: apply in-check filters to duplicate check by @m1n0 in #1748
Core: Deprecate global data source ‘disable_samples’, use one from sampler by @m1n0 in #1749
Core: Fix for user defined query check failure on zero result by @vijaykiran in #1750
Core: Remove unused soda_cloud property by @m1n0 in #1753
Core: Better warning message for invalid check without valid spec by @m1n0 in #1752
Cloud: Get available check attributes schema using correct cloud api by @m1n0 in #1751
Cloud: Skip all checks if invalid attributes found by @m1n0 in #1758
Profiling: Add row count to profiling by @baturayo in #1747
Dremio: Fix profiling for schemas with . s by @vijaykiran in #1757

Refer to the Soda Core Release Notes for details.

[soda-core] 3.0.17

^{28 December 2022}

Features and fixes

Core: Custom query null result handling by @m1n0 in #1739
Core: Duplicate count workaround for complex types by @m1n0 in #1738
Core: Warn about unsupported multi-argument numeric checks by @m1n0 in #1741 and #1742
Core: Send check attributes to cloud by @m1n0 in #1743
API: Experimental connection API by @vijaykiran in #1745
Dremio: fix profiling issues by @vijaykiran in #1746

Refer to the Soda Core Release Notes for details.

[soda-cloud] Notification rules made generally available

^{20 December 2022}

Soda Cloud notification rules have been made generally available, no longer in Preview state. See Set notification rules.

[soda-cloud, soda-agent] Deploy a Soda Agent in a GKE cluster (Preview)

^{20 December 2022}

Released in Preview state, you can now deploy a Soda Agent in a Google Kubernetes Engine cluster.

Access the documentation to learn how to set up a cluster, then deploy an agent that connects to your Soda Cloud via account API keys.

[soda-core] 3.0.16

^{15 December 2022}

Features and fixes

Cloud: Do not upload more than 100 rows to Cloud when no limit is specified by @m1n0 in #1719
Core: Bump requests version by @m1n0 in #1721
Core: Fix history-loss when custom identity is provided by @vijaykiran in #1720
Core: Fix json serialisation for HTTPSampler by @vijaykiran in #1723
Core: Bump dependency versions by @vijaykiran in #1728
Core: Remove cloud traces from telemetry by @m1n0 in #1729
Dremio: Fix profiling query by @vijaykiran in #1730
Scientific: Log metric identity when getting historical metrics for anomaly check for easier debugging by @bastienboutonnet in #1731
Databricks/Spark: Fix listing of tables by @vijaykiran in #1736
Sparkdf: Fix schema info with partition info by @vijaykiran in #1737
Snowflake: Add snowflake arg to allow temp credential file in Linux by @wintersrd in #1714

Refer to the Soda Core Release Notes for details.

[reporting-api] Reporting API v1 (Preview)

^{15 December 2022}

Released in Preview state, version 1 offers improvements and additions to Soda Cloud’s Reporting API endpoints.

Better performance as the API retrieves all of its data from pre-processed and aggregated data sources.
“Tests” have been renamed “checks”.
Most endpoints now use pagination.
A few endpoints have been deprecated, a new one, Incidents, has been added, and some have changed for the better.

[soda-cloud] Disable or reroute failed row samples

^{15 December 2022}

Use these new ways of managing exposure to sensitive data such as personally identifiable information (PII), when collecting failed row samples.

Disable failed rows samples for specific columns to effectively “turn off” failed row collection for specific columns in datasets.
Reroute any failed rows samples that Soda collects to a secure, internal location rather than Soda Cloud. To do so, add the storage configuration to your sampler configuration to specify the columns you wish to exclude.

[soda-core] 3.0.15

^{12 December 2022}

Features and fixes

Core-267 variables by @m1n0 in #1716
Add snowflake arg to allow temp credential file in Linux by @wintersrd in #1714
Do not upload more than 100 rows to Cloud when no limit is specified by @m1n0 in #1719
Bump requests version by @m1n0 in #1721
Fix history-loss when custom identity is provided by @vijaykiran in #1720
Check attributes by @m1n0 in #1718
Fix json serialisation for HTTPSampler by @vijaykiran in #1723

Refer to the Soda Core Release Notes for details.

[soda-cloud, soda-agent] Deploy a Soda Agent in a AKS cluster (Preview)

^{02 December 2022}

Released in Preview state, you can now deploy a Soda Agent in an Azure Kubernetes Service cluster.

Access the documentation to learn how to set up a regular or virtual cluster, then deploy an agent that connects to your Soda Cloud via account API keys.

[soda-core] 3.0.14

^{01 December 2022}

New features and improvements

Core: Date format fixes by @vijaykiran in #1691
Core: Variables everywhere by @m1n0 in #1700
Core: Update docker by @vijaykiran in #1699
Core: Refactor duplicate check into two queries by @m1n0 in #1698
Core: Remove row-count derivation from dataset discovery by @bastienboutonnet in #1706
Core: Support variables in configuration by @m1n0 in #1705
Core: Fix schema checks with table filter by @m1n0 in #1704
Core: Update CI to test support for python 3.10 @vijaykiran
SQL Server: Fix email regex, do not allow empty string by @m1n0 in #1688
Spark: Respect verbose setting when running a test query by @m1n0 in #1697
Spark: Remove unnecessary logging by @vijaykiran
Cloud: Updates to HTTP Sampler by @vijaykiran in #1702
Cloud: Ensure that profiling does not lowercase columns by @tituskx in #1687
Docs: Updates to list of compatible data sources. by @janet-can in #1694
New data source: Duckdb support (experimental) by @vijaykiran in #1709
New data source: Denodo support (experimental) by @vijaykiran in #1710

Refer to the Soda Core Release Notes for details.

[soda-cloud] Notification rules (Preview)

^{01 December 2022}

Introducing the ability to set notification rules in your Soda Cloud account. Released as a Preview feature, you can define where and when to send multiple alert notifications when check results warn or fail.

Read more about how to set up and use notification rules.

[soda-core] 3.0.13

^{15 November 2022}

New features and improvements

Core: Support Date type in freshness checks by @m1n0 in #1667
Core: Log current time to logs by @m1n0 in #1676
Core: Fixes to sampler, add logging by @vijaykiran in #1690
Core: Add file/check location to scan summary by @m1n0 in #1675
Core: Regex: support ‘+’ in email format by @m1n0 in #1677
Core: Generate passing query for built-in checks by @m1n0 in #1668
Core: Test statistical functions on all data sources by @m1n0 in #1678
Core: Add samples limit to queries by @m1n0 in #1685
Cloud: Add message configuration option to sampler by @vijaykiran in #1686
Oracle Oracle DB Support by @vijaykiran in #1682
Scientific: feat: support sampling for distribution checks by @baturayo in #1666

Refer to the Soda Core Release Notes for details.

[soda-core] 3.0.12

^{03 November 2022}

New features and improvements

Core: Duplicate percent check by @m1n0 in #1649
Core: Change over time - remove ‘same day last month’ by @m1n0 in #1648
Core: Failed rows exclude columns by @m1n0 in #1657
Core: Introduce http sampler by @vijaykiran in #1665
Core: Modify Test Column Names by @tdstark in #1652
Cloud: Do not send null file ref, when failed rows are disabled by @vijaykiran in #1650
Scientific feat: Allow use of in-check filters for distribution checks by @tituskx in #1655
Trino: Update trino_data_source.py by @ScottAtDisney in #1658
MS SQL Server: Change count to big_count by @vijaykiran in #1660

Refer to the Soda Core Release Notes for details.

[soda-agent] General availability release

^{26 October 2022}

This release marks the general availbility of the Soda Agent.
Access Soda Agent documentation for details.

[soda-cloud] Soda Cloud self-serve features, GA

^{26 October 2022}

Introducing the general availability of the new self-serve features in Soda Cloud.

Note that with this launch, all documentation now refers to “checks” as the replacement for “monitors” in Soda Cloud. Refer to Glossary for details.

[soda-core] 3.0.11

^{19 October 2022}

New features

Cloud: Change over time - add same day/month support by @m1n0 in #1645
Core: Verify data source connection command by @m1n0 in #1636

Enhancements and bug fixes

Core: Parse cli variables correctly, fix cli tests to actually assert result. by @m1n0 in #1634
Core: variable substitution in schema check query by @ceyhunkerti in #1628
Redshift: use SVV_COLUMNS to get table metadata by @m1n0 in #1635
Scientific: fix: limit the bin size and handle zero division for continious DRO by @baturayo in #1624
Scientific: fix: handle DRO generation for columns with 0 rows by @baturayo in #1627
Scientific: chore: pin prophet to >=1.1 by @bastienboutonnet in #1629
Scientific: refactor: add bins and weights doc link to DRO exception handling logs by @baturayo in #1633
Scientific: (anomaly_check): only send outcomeReasons with severity “warn” or “error” by @tituskx in #1640
Snowflake: use upper case in table metadata query by @m1n0 in #1639
Trino: fix py310 type hints by @m1n0 in #1641
BiQuery: fixing bq separate compute storage project by @thiagodeschamps in #1638
BiQuery: fix distribution check by @m1n0 in #1647

Refer to the Soda Core Release Notes for details.

[soda-cloud] Customizable failed rows and samples

^{18 October 2022}

Introducing the ability to prevent Soda Cloud from receiving any sample data or failed row samples for any datasets in any data sources to which you have connected your Soda Cloud account.

Alternatively, learn how to reroute sample data and failed row samples to a secure location within your organization’s infrastructure, such as an Amazon S3 bucket.

[soda-core] 3.0.10

^{05 October 2022}

New features

Dremio: First version of Dremio support by @vijaykiran in #1618
Core: Sample size is configurable for all failed row checks by @m1n0 in #1608

Enhancements and bug fixes

Core: Skip change over time checks when historical measurements not available by @m1n0 in #1615
Core: Include psycopg2 requirement for redshift by @m1n0 in #1620
Core: Use correct dicts when building scan result by @m1n0 in #1612
Cloud/dbt: Add Check source field for cloud by @m1n0 in #1614
Scientific feat: check historical metrics are not None or log helpful message by @bastienboutonnet in #1600
Scientific fix: handle very large bin sizes by filtering out outliers for dro generation by @baturayo in #1616
Scientific fix: ensure PSI and SWD can deal with decimal.Decimal type by @tituskx in #1611

Refer to the Soda Core Release Notes for details.

[soda-core] 3.0.9

^{28 September 2022}

Enhancements and bug fixes

Limit failed rows sample limit to 1000 by @m1n0 in #1599
Add scan result getter by @m1n0 in #1602
BigQuery separate project for compute and storage. by @m1n0 in #1598
Scan results file argument by @vijaykiran in #1603
Chore/move snowflake account by @jmarien in #1607
Use filename in check identity by @m1n0 in #1606

Refer to the Soda Core Release Notes for details.

Troubleshoot

Problem: When you run a scan using Soda Core 3.0.9, you get an error message that reads, from google.protobuf.pyext import _message ImportError: dlopen(.../site-packages/google/protobuf/pyext/_message.cpython-310-darwin.so, 0x0002): symbol not found in flat namespace

Solution: This is the result of a transitive dependency from open telemetry that gathers OSS usage statistics. To resolve:

From the command-line, in the directory in which you installed your soda-core package, run pip uninistall protobuf.
Reinstall protobuf with the command pip install protobuf==3.19.4.

[soda-cloud] MS Teams integration

^{23 September 2022}

Soda Cloud provides a built-in way to integration with Microsoft Teams so you can send alert notifications or incident events to MS Teams.

Read more in Integrate with Microsoft Teams.

[soda-core] 3.0.8

^{22 September 2022}

Soda Core: Add variable resolution to queries/thresholds @vijaykiran in #1597
Soda Core: Scan results dict API method by @m1n0 in #1595
Soda Core: Minor edits to CLI help messages. by @janet-can in #1590
Soda Cloud: Fix change-over-time checks with percentage with no extra config by @m1n0 in #1592
Soda Cloud: Prevent empty message in outcomeReasons by @bastienboutonnet in #1596
Soda Scientific: Raise more user-friendly log messages when importing sci library fails by @bastienboutonnet in #1584
dbt: Fix sending correct table name to Soda Cloud @vijaykiran in #1587
BigQuery: Add context authentication and impersonation for BigQuery by @tooobsias in #1588
SQLServer: Basic Sqlserver regex support by @m1n0 in #1586
MySQL/MariaDB: Fix mysql/mariadb compatibility for regex by @vijaykiran in #1591

Refer to the Soda Core Release Notes for details.

[soda-core] 3.0.7

^{13 September 2022}

Core: Update freshness value to be milliseconds and add measure by @vijaykiran in #1575
Core: Resolve variables in user defined queries by @vijaykiran in #1577
dbt: Add configurable API URL for dbt cloud by @vijaykiran in #1576
dbt: Add dbt: prefix to dbt check results in Soda Cloud by @vijaykiran in #1574
dbt: Fix dbt cloud ingest, improve logging. by @m1n0 in #1578
dbt: Fix dbt checks not being sent properly to Soda Cloud by @vijaykiran in #1580
MySQL: Fixed port option a @ScottAtDisney in #1579
MySQL: Fix regex tests for mysql by @vijaykiran in #1583

Refer to the Soda Core Release Notes for details.

[soda-cloud] Webhooks and deletions

^{12 September 2022}

Soda Cloud introduces two new features:

Configure a webhook in Soda Cloud to send alert notifications or incident updates to a third-party tool such as Jira, ServiceNow, PagerDuty and more.
Clean up and organize your Soda Cloud account by deleting stale or unused resources such as old datasets. You can bulk delete your old resources.

[soda-core] 3.0.6

^{07 September 2022}

Fixed: add identityB to add datasource name in identity by @vijaykiran in #1556
Databricks SQL support by @vijaykiran in #1559
Added application flag to snowflake connect by @tombaeyens in #1561
Added identites by @vijaykiran in #1569
Added support for custom sampler by @vijaykiran in #1570
Handle numerical column/table names by @m1n0 in #1572
dbt ingestion support by @m1n0 in #1552

Refer to the Soda Core Release Notes for details.

[soda-core] 3.0.5

^{24 August 2022}

New features

Support for Trino data source by @ScottAtDisney in #1553

Enhancements and bug fixes

Fix ‘missing format’ in numeric metrics by @m1n0 in #1549
Fix duplicate query by @m1n0 in #1543
Refactor: turn no matching table error into a warning to avoid scan failing when all tables are excluded by @bastienboutonnet in #1533
Add comments explaining cloud payload by @m1n0 in #1545
Add data source contributing docs by @m1n0 in #1546
Feature, profiling: add support for extra numeric and text datatypes by @bastienboutonnet in #1534
Change spark installation to decouple dependencies for Hive and ODBC by @vijaykiran in #1554 Read more about installing the dependencies separately, as needed.

Refer to the Soda Core Release Notes for details.

[soda-core] 3.0.4

^{10 August 2022}

Testing switch to 22.04 for GA by @jmarien in #1521
Log and trace Soda Cloud trace IDs by @m1n0 in #1520
Update docker image for sqlserver support by @vijaykiran in #1522
Add option to set scan datatime by @vijaykiran in #1531
Add MySQL Support by @vijaykiran in #1526

Refer to the Soda Core Release Notes for details.

[reporting-api] 0.3.0

^{28 July 2022}

Deprecations

The datasets endpoint will not return the is_deleted on any of the dataset records as this field has been deprecated by the backend and was never a good indicator of dataset deletion due to hard-deletes.

[soda-core] 3.0.3

^{27 July 2022}

New Features

MS SQLServer support by @vijaykiran in #1515
IBM DB2 support

Bug Fixes

Fix: better logging messages for profiling and discover datasets by @baturayo in #1498
Fix config file creation when first path is not writable by @m1n0 in #1504
fix: Failed rows don’t consider filter by @vijaykiran in #1505
Fix log message by @m1n0 in #1507
Fix reference check for null values in source column by @m1n0 in #1509
Attach sample rows to reference check by @m1n0 in #1508
Make sure results to sodacloud are sent when there is an exception by @vijaykiran in #1510
Fix for regex on collated columns in Snowflake by @ScottAtDisney in #1516

Enhancements

Check name refactor by @m1n0 in #1502
Set basic telemetry scan data even in case of exceptions by @m1n0 in #1512
Improve athena text fixture auth setup by @m1n0 in #1501
Publish data source packages for python 3.7 by @m1n0 in #1514
Inform about wrong check indentation in logs by @m1n0 in #1517
Feat: skip row count query during column profiling by @bastienboutonnet in #1518
Feat: support ‘text’ data type in column profiling by @bastienboutonnet in #1519

Refer to the Soda Core Release Notes for details.

[soda-cloud] Dataset and column profiling

^{20 July 2022}

Released the discover datasets and/or profile columns configurations to send information about datasets and columns to Soda Cloud. Examine the profile information to gain insight into the type checks you can prepare to test for data quality.

[soda-cloud] Automated monitoring

^{20 July 2022}

When connecting a data source to your Soda Cloud account, you can add automated monitoring checks to instruct Soda to automatically check for row count anomalies and schema changes in datasets.

Read more in Automated monitoring checks.

[soda-core] 3.0.2

^{18 July 2022}

Enhancements and New Features

IBM db2 support
Support cli –version to output core version
Warn users when quotes are present in include excludes identifiers
Add samples limit to failed rows checks
BQ expose remaining client params and auth methods
Enable Snowflake Tokens
Treat zero missing or invalid rows as zero percent

Bug Fixes

Make name optional for failed rows
Use exception rather than exc_info to render traceback in soda-core logger’s call of prophet model
Stored row count in cloud is wrong
Handle exceptions from scientific library and log them instead or letting them raise
Spark DF: update example api usage
Change default scan definition name
BQ: remove schema, use dataset only
Use default distribution comparison method when user has not provided one
Fix utc timezone handling
Improve profiling test for all tables and all columns
Fix utc timezone handling
Set redshift host before trying to fetch credentials
Change unassigned min and max variables for profiling logs
Use check name in Metric checks
If anomaly detection fails other check results are not sent to cloud
Prevent empty table list from running all tables
Profile column parsing fails when user provides illegal column spec
Join check text with newlines instead of /n

Infra/CI

Async Docker image building through Actions and dispatch

Refer to the Soda Core Release Notes for details.

[soda-agent] Preview release

^{06 July 2022}

This release marks the initial, preview release of the Soda Agent.
Access Soda Agent documentation for details.

[soda-cloud] Soda Cloud self-serve features, preview

^{04 July 2022}

Introducing the preview availability of the new self-serve features in Soda Cloud.

Contact support@soda.io to request a demo or preview access to experiment with the latest and greatest.

Deploy a Soda Agent
Add a data source in Soda Cloud
Create an agreement

Note that with this launch, all documentation now refers to “checks” as the replacement for “monitors” in Soda Cloud. Refer to Glossary for details.

[soda-core] 3.0.1

^{29 June 2022}

Re-introduce Spark for the Docker image by @jmarien in #1458
Build: require strict prophet v1.0.0 in scientific library by @bastienboutonnet in #1459
Comment for pinned prophet version by @m1n0 in #1460
Fix the e parameter by @jmarien in #1461

Refer to the Soda Core Release Notes for details.

[soda-cloud] Default responsibility for dataset owner

^{29 June 2022}

For datasets that are newly added to Soda Cloud, Soda Admins can define the default responsibility given to the data owner, either Manager or Editor.

Read more in Roles and Rights in Soda Cloud.

[soda-core] 3.0.0

^{28 June 2022}

This is the general availability release for Soda Core with Soda CL.

Refer to the Soda Core Release Notes for details.

[soda-core] 3.0.0rc3 Beta

^{27 June 2022}

Doc: add comment about ordinal_position ordering by @bastienboutonnet in #1428
Refactor: use filesystem abstractions in distribution check by @baturayo in #1423
Fix: distribution check athena compatibility by @bastienboutonnet in #1429
Feat: profile and discover view tables by @baturayo in #1416
Code style section in contrib docs by @m1n0 in #1432
Unify data source api, remove redundant code. by @m1n0 in #1433
Fix: support athena in column profiling by @bastienboutonnet in #1430
Column profiling metadata fix by @tombaeyens in #1431
Feat: Support profile columns inclusion/exclusion behaviour for Spark by @baturayo in #1437
CORE-63 Added relative percentage change over time by @tombaeyens in #1435
Feat: Raise a MissingBinsAndWeights exception if soda scan runs without distribution_reference present by @tituskx in #1421
Flatten data source configuration schema by @m1n0 in #1441
Fix: Suppress prophet’s pandas: frame.append deprecation warning by @tituskx in #1440
Feat: send outcome reason to cloud for anomaly detection and schema checks by @baturayo in #1390
Add private key and other extra params to snowflake by @m1n0 in #1446
Feat: refer to DROs by name by @tituskx in #1422
Change: rename the update command to update-dro as it better describes what the command is used for by @tituskx in #1444
Feat/fix: ensure empty bins for integer columns are not created and fix bin width derivation by @baturayo in #1447
Do not quote table names in for-each block by @m1n0 in #1449
Feat: add env based option to run tests on views by @vijaykiran in #1442

Refer to the Soda Core Release Notes for details.

[soda-core] 3.0.0rc2 Beta

^{22 June 2022}

feat: add wasserstein distance and PSI methods to distribution checks by @tituskx in #1395
CORE-24 New freshness syntax by @tombaeyens in #1400
Verify that in spark-df arrays & structs don’t break anything by @tombaeyens in #1397
feat: add column exclusion to profile columns by @bastienboutonnet in #1396
feat: log no threshold error during parsing and provide more informative error during check summary by @tituskx in #1401
CORE-44 Fixed some extra timestamps to utc by @tombaeyens in #1405
[pre-commit.ci] pre-commit autoupdate by @pre-commit-ci in #1407
SODA-23 table dataset rename by @tombaeyens in #1404
feat: send distribution check results to cloud so that they can be plotted by @tituskx in #1402
Update README to include support for Amazon Athena by @stuart-robinson in #1409
refactor: Refactor scan.py to remove code duplicates by @baturayo in #1391
Update CONTRIBUTING to stipulate that users fork the repo. by @janet-can in #1413
Core 70 clean test schemas by @tombaeyens in #1415
fix: hotfix for historic measurements having none values by @baturayo in #1418
CORE-26 Fix change over time results value parsing by @vijaykiran in #1419
CORE-57 improved exception handling when creating data source by @tombaeyens in #1411
Another approach for the Docker image for Soda Core by @jmarien in #1398
Added 5 random chars to CI schema names by @tombaeyens in #1424
Fix drop table statement in test suite by @m1n0 in #1425
SODA-44 Added Z to timestamps in soda cloud json by @tombaeyens in #1408
Added docs on running tests by @tombaeyens in #1426
Fix schema check title by @vijaykiran in #1427
fix: more useful profiling warnings by @bastienboutonnet in #1420
CORE-37 Fixed schema type comparison for BigQuery by @tombaeyens in #1410

Refer to the Soda Core Release Notes for details.

[soda-core] 3.0.0rc1 Beta

^{08 June 2022}

1175 spark by @m1n0 in #1382

Refer to the Soda Core Release Notes for details.

[soda-core] 3.0.0b19 Beta

^{02 June 2022}

fix: handle %.% in profile columns properly and other bugs by @bastienboutonnet in #1377
Fix: cope with cloud disabled samples. by @m1n0 in #1393
BQ: regex switch to ‘r’ instead of backslash escaping by @m1n0 in #1394

Refer to the Soda Core Release Notes for details.

[soda-core] 3.0.0b18 Beta

^{01 June 2022}

Scientific package tests on Athena. by @m1n0 in #1374
Update OT with scan/check counts by @vijaykiran in #1386
feat: add ability to send dataset samples to soda cloud (SODA-284) by @baturayo in #1372
fix: typo in data source package import by @bastienboutonnet in #1387
627 Added default sampler returning a sample that is is not persistent by @tombaeyens in #1385
feat: cap distribution check to 1M rows by default by @tituskx in #1379
refactor: clean up logging for anomaly detection by @bastienboutonnet in #1389
fix: avoid parsing DRO name in distribution check until fully implemented by @bastienboutonnet in #1388
Downgrade markupsafe dependency by @m1n0 in #1392

Refer to the Soda Core Release Notes for details.

[soda-core] 3.0.0b17 Beta

^{26 May 2022}

Pin versions in core by @vijaykiran in #1383

Refer to the Soda Core Release Notes for details.

[soda-core] 3.0.0b16 Beta

^{26 May 2022}

Fixing suffix scanning of configuration and check files by @tombaeyens in #1365
Refactored to actual table and actual column names by @tombaeyens in #1370
Send Soda Cloud logs by @tombaeyens in #1380
Prevent upload when no sample rows are present by @tombaeyens in #1378
refactor: inform when columns are skipped in profiling via logs by @bastienboutonnet in #1375

Refer to the Soda Core Release Notes for details.

[soda-core] 3.0.0b15 Beta

^{23 May 2022}

refactor: remove darts dependency by @bastienboutonnet in #1362
refactor: remove code duplication in sodacl_parser by @baturayo in #1361
SODA-248 fixed change over time checks by @tombaeyens in #1366
Athena support by @m1n0 in #1367
Added for each schema check by @tombaeyens in #1368

Refer to the Soda Core Release Notes for details.

[soda-core] 3.0.0b14 Beta

^{19 May 2022}

Add defaultDataSource to cloud payload by @vijaykiran in #1359
fix: provide docker image with soda-scientific packaged by @bastienboutonnet in #1355
Fixing data source validity error message by @tombaeyens in #1357
Added cython to the setup.py file by @tituskx in #1360
#1353 SODA-494 Fixing recursive loading of files by @tombaeyens in #1356

Refer to the Soda Core Release Notes for details.

[soda-core] 3.0.0b13 Beta

^{18 May 2022}

1237 samples2 by @tombaeyens in #1340
Getting disable samples from cloud config by @tombaeyens in #1348
Test anomaly detection for numeric metrics by @baturayo in #1349
Updated contributing, fixed logs and added hint in comment how to add… by @tombaeyens in #1350
Fix: Automated monitoring revert issues SODA-489 by @baturayo in #1351
Soda 159 - Test anomaly detection for nested metrics by @baturayo in #1354

Refer to the Soda Core Release Notes for details.

[soda-core] 3.0.0b12 Beta

^{16 May 2022}

Fix date eu/us formats. by @m1n0 in #1334
1237 samples by @tombaeyens in #1328
feat: column profiling by @bastienboutonnet in #1322
Switch to latest prophet by @vijaykiran in #1335
throw log error and return empty string if histogram assumption broken by @bastienboutonnet in #1337
Freshness send microseconds to cloud. by @m1n0 in #1338
Cloud: timestamps use seconds resolution by @m1n0 in #1339
Deleted docs folder by @tombaeyens in #1343
feat: implement automated monitoring executor/runner by @baturayo in #1323
feat: add table discovery by @bastienboutonnet in #1341
fix(profiling): allow null results in text column aggregates by @bastienboutonnet in #1344
Fix: update check identity in case of automated monitoring by @baturayo in #1346

Refer to the Soda Core Release Notes for details.

[soda-cloud] Display dataset for each Monitor Result

^{06 May 2022}

In the Monitors dashboard, the table of Monitor Results now includes the name of the dataset to which each monitor is associated.

[soda-cloud] Dataset health indicators

^{29 April 2022}

Soda Cloud introduces a new feature that enables you to gauge a dataset’s overall health using graphic indicators. Accces a set of three indicators in the Dashboards tab of the Datasets dashboard to see:

the volume of monitors associated with the dataset(s)
a chart that offers insight into the number of failed monitor results over time for the dataset(s)
the volume of recent Incidents associated with the dataset(s)

Use the health indicators to prioritize your work in ameliorating the quality of data in datasets that need improvement.

[reporting-api] 0.2.2

^{21 April 2022}

Features

The datasets endpoint now provides creator_info and owner_info along with number_of_rows.

[reporting-api] 0.2.1

^{19 April 2022}

Features

The reporting API now accepts Soda Cloud’s API keys via headers API_KEY_ID and API_KEY_SECRET to allow users with SSO to use the API.

[reporting-api] 0.2.0

^{01 April 2022}

Features

Users must now query the tests_and_results endpoint with a single dataset_id. Documentation reflects this to users and the API throws the errors.
Users must now query the dataset_health endpoint with a single dataset_id. Documentation reflect this to users the API throws the errors.

Miscellaneous

Endpoint usage is now tracked in segment. Every time you send a query to any of the end points, the Reporting API pushes an event that contains the following information:
- user_id
- organization_id
- endpoint_name
- environment

[soda-core] 0.0.1 Beta

^{22 March 2022}

This release marks the launch, or first beta release, of Soda Core and Soda Checks Language.

Reference the Soda Core OSS and SodaCL documentation for information on how to use the new CLI tool and domain-specific language for reliability.

[soda-cloud] Attributes and filtering

^{10 February 2022}

Organize great volumes of datasets in your Soda Cloud account using attributes and tags. Coupled with the new feature that enables you to apply filters to the Datasets dashboard, you can more easily access the data quality information you’re looking for.

[soda-cloud] Change default access settings for datasets

^{12 January 2022}

Change the default access settings for new datasets in to Soda Cloud. Access the Change the default access to datasets section in our documentation to learn more.

[soda-cloud] Integrate dbt with Soda

^{16 December 2021}

Review dbt test results from within the Soda Cloud UI. Access the documentation to learn how to integrate Soda with dbt.

[soda-cloud] Incidents

^{14 December 2021}

Create an Incident in Soda Cloud to track your team’s investgation and resolution of a data quality issue. Use an Incident’s built-in ability to create an incident-specific Slack channel where you and your team can collaborate on the issue investigation.

See Create and track incidents for details.

[soda-cloud] Integrate Soda with Metaphor

^{13 December 2021}

Review Soda data quality information from within the Metaphor catalog UI. Access the documentation to learn how to integrate Soda with Metaphor.

[soda-cloud] Audit Trail in Soda Cloud

^{06 December 2021}

, you can download an Audit Trail that records the activities of all of the users in your Soda Cloud account. Read the Download an audit trail docs to learn more.

[soda-cloud] Reporting API

^{23 November 2021}

Introducing Soda Cloud Reporting API v0. This API enables you and your team to access Soda Cloud data to build reporting dashboards that share information about:

Soda Cloud adoption throughout your organization
test and monitor result status
dataset test coverage, and dataset health

Access the Soda Cloud Reporting API documentation to learn more. Read the step-by-step guide to learn how to build your own reporting dashboard.

[soda-cloud] Remove Add datasets feature

^{25 October 2021}

Soda Cloud no longer offers the feature to Add datasets directly in Soda Cloud. Instead, users add datasets using Soda SQL. With the removal of this feature, users can no longer:

edit data source connection details in Soda Cloud
define data source or dataset scan schedules in Soda Cloud
set time-partitioning parameters for scheduled scans

[soda-cloud] Schema Evolution Monitor in Soda Cloud

^{14 October 2021}

New Schema Evolution monitor is now available in Soda Cloud.

[soda-cloud] Roles and rights in Soda Cloud

^{30 September 2021}

Role-based user access control support is now available for Soda Cloud. Read the Roles and rights docs to learn more.

[soda-cloud] Single sign-on (SSO) with Soda Cloud

^{28 September 2021}

Single sign-on support is now available for Soda Cloud with SAML 2.0 Identity Providers (IdP), Okta and Azure AD. Contact Soda Support to set up Soda Cloud as a service provider in your SSO IdP so that users in your organization must log in to Soda Cloud via the IdP. Read the Single sign-on docs to learn more about activating and using SSO with Soda Cloud.

Last modified on 21-Jun-24