Release notes for Soda Library

Review release notes for Soda Library, a Python library and CLI for testing data quality.

[soda-library] 1.11.2

^{07 April 2025}

1.11.2 Features and Fixes

Trino: fix query pagination by @m1n0 in #490

[soda-library] 1.11.1

^{04 April 2025}

1.11.1 Features and Fixes

New: Reconciliation Reference check by @m1n0 in #488

[soda-library] 1.10.4

^{03 April 2025}

1.10.4 Features and Fixes

fix(dbt): handle missing column_name in test node by @adkinsty in #486

[soda-library] 1.10.3

^{03 April 2025}

1.10.3 Features and Fixes

Skip databricks history until table creation by @mivds in #482
Fix backfilling when there is no partition column by @mivds in #484
Fix incorrect row count for REPLACE TABLE by @mivds in #483
Fix 1-interval offset for table creation history by @mivds in #485
Use partition column suggestions from soda cloud by @mivds in #481
Limit partition_row_count metric to data range by @mivds in #487
Set numba log level to WARNING by @mivds in #489

[soda-library] 1.10.2

^{01 April 2025}

1.10.2 Features and Fixes

dbt: support ingestion of dbt test results from all versions of dbt by @adkinsty in #474

[soda-library] 1.10.1

^{31 March 2025}

1.10.1 Features and Fixes

Relax numpy requirement to < 3.0.0 by @adkinsty in #453
Oracle: add schema to dataset prefix, support custom prefix by @m1n0 in #460
Redshift: add keepalive by @m1n0 in #480
Group by: apply global attributes by @m1n0 in #475

Metric Monitoring

Enable checking for column addition by @mivds in #462
Report metadata metrics using query time by @mivds in #461
Fix schema filter in snowflake metadata query by @mivds in #463
Fall back to default userConfig if not available by @mivds in #465
Update metric monitoring check names by @mivds in #467
Limit generation of userConfig missing warning by @mivds in #466
Inform user when metadata is not available by @mivds in #470
Fix backfilling scan with no data in date range by @mivds in #469
Fix warning when there are no matching tables by @mivds in #471
Fix backfilling missing partition row count by @mivds in #472
Fix backfilling for ‘most recent timestamp’ metric by @mivds in #476
Rename partition row count by @mivds in #479
Fix handling of partition column as datetime by @mivds in #478
Alert on lower threshold for time metrics by @mivds in #477
updating algorithm’s use of feedback by @nikosml in #468
Add rounding and more algorithm testing by @nikosml in #464

[soda-library] 1.10.0

^{25 March 2025}

1.10.0 Features and Fixes

Enable metric monitoring using new algorithm by @mivds in #455
Remove support for python 3.8 by @mivds in #458

[soda-library] 1.9.3

^{14 March 2025}

1.9.3 Features and Fixes

Fix scan time reporting by @mivds in #428
Validity check: fix complex mixed rules query (#2219) by @m1n0 in #440
fix(trino): handle period character in schema name by @adkinsty in #444

[soda-library] 1.9.2

^{26 February 2025}

1.9.2 Features and Fixes

Postgres: treat missing setting as warning by @mivds in #403
Use calendar chart for schema check by @mivds in #401
Fix reporting profiling for distributed scans by @mivds in #407

[soda-library] 1.9.1

^{24 February 2025}

1.9.1 Features and Fixes

Extend observability metadata support by @mivds in #399
Remove deprecated anomaly detection diagnostics by @mivds in #395
Fix date formatting for years before 1000 by @mivds in #397

[soda-library] 1.9.0

^{21 February 2025}

1.9.0 Features and Fixes

Trino: Add CI / CD, fix tests by @dakue-soda in #384
Profiling: Skip profiling if disabled on Cloud by @m1n0 in #389
Metric Monitoring: Wip MM with backfilling by @m1n0 in #387
Athena: Add session token parameter by @m1n0 in #391
Postgres: Handle unsupported options parameter by @m1n0 in #392
Chore: Remove unused MarkupSafe dependency by @m1n0 in #393
Chore: Relax opentelemetry version contraint by @m1n0 in #394

[soda-library] 1.8.19

^{14 February 2025}

1.8.19 Features and Fixes

Fix dask COUNT queries on windows by @mivds in #385
DT-158 - add JWT authentication to Trino data sources by @dakue-soda in #386

[soda-library] 1.8.18

^{04 February 2025}

1.8.18 Features and Fixes

Fix in dask wrong count query when row_count used with duplicate check on two columns. by @jzalucki in #381
Custom identity: support in Reference and Group Evolution (#2208) by @m1n0 in #382
ISO 8601 date: accept 24-hr times (#2133) by @m1n0 in #383

[soda-library] 1.8.17

^{30 January 2025}

1.8.17 Features and Fixes

Replace the conditional logic by proper dependency specification syntax. by @nielsn in #380

[soda-library] 1.8.16

^{29 January 2025}

1.8.16 Features and Fixes

Update soda-dbt to support dbt artifacts from dbt-core >=1.5, <2.0 by @adkinsty in #375
SAS-5475 - fix CVE on duckdb and python-mysql-connector by @dakue-soda in #377
Restore support for Python 3.8 by @nielsn in #378
REALLY fix support for Python 3.8 by @nielsn in #379

[soda-library] 1.8.14

^{28 January 2025}

1.8.14 Features and Fixes

Added fix for bug of NoneType by @teresama in #372
Run in managed distributed mode when scan type is managedAgentDistributed. by @jzalucki in #371
Failed rows: fix check value if samples disabled by @m1n0 in #373

[soda-library] 1.8.13

^{09 January 2025}

1.8.13 Features and Fixes

Revert of CLOUD-9009 by @jzalucki in #370

[soda-library] 1.8.12

^{08 January 2025}

1.8.12 Features and Fixes

Observability: Fix quoting in query parts by @m1n0 in #369
Logs: Add dataset/column info to Logs, support in obs by @m1n0 in #367

[soda-library] 1.8.10 - 1.8.11

^{07 January 2025}

1.8.10 - 11 Features and Fixes

Add support for numbers in identifier. by @jzalucki in #365
Move batched scan to scan execute method. by @jzalucki in #364
Move TIMEUNIT above IDENTIFIER_UNQUOTED. by @jzalucki in #368

[soda-library] 1.8.6 - 1.8.9

^{06 January 2025}

1.8.6 - 9 Features and Fixes

Profiling datetime fix after release by @teresama in #360
Removed time profiling. Added test for timestamp with timezone by @teresama in #356
Run partition detection algorithm during observability. by @jzalucki in #357
Chore: relax jinja autoescape by @m1n0 in #358
Feature: CLOUD 8690 implementation of date time profiling by @teresama in #336

[soda-library] 1.8.5

^{02 December 2024}

1.8.5 Features and Fixes

Pydantic: implicit v1 support for programmatic scans by @m1n0 in #352
Add include null to valid_count and invalid_count and percentage version. by @jzalucki in #351
Yaml: read and parse files thread-safe (#2188) by @m1n0 in #354

[soda-library] 1.8.4

^{27 November 2024}

1.8.4 Features and Fixes

Fix profiling. by @jzalucki in #350

[soda-library] 1.8.3

^{26 November 2024}

1.8.3 Features and Fixes

BROKEN RELEASE - DO NOT USE

Run all prerequisite jobs before performance testing. by @jzalucki in #341
Reference check: support identity by @m1n0 in #345
Fix doc link for soda-scientific package by @dirkgroenen in #347
First implementation of batch queue logger. by @jzalucki in #348

[soda-library] 1.8.2

^{14 November 2024}

1.8.2 Features and Fixes

Send mininum profiling information for observability scan. by @jzalucki in #344
Chore: Use jinja sandbox for templates by @m1n0 in #343

[soda-library] 1.8.1

^{13 November 2024}

1.8.1 Features and Fixes

Pydantic: Fix v1 support by @m1n0 in #340
Foreach: Resolve vars in queries by @m1n0 in #342

[soda-library] 1.8.0

^{29 October 2024}

1.8.0 Features and Fixes

CLOUD-8739: orchestrate observability by @jzalucki in #339

[soda-library] 1.7.1

^{25 October 2024}

1.7.1 Features and Fixes

Anomaly Detection check: add alert_directionality
Comparison row count check: secondary datasource filter fix (#2165) by @m1n0 in #337
Reconciliation row: fix multiple checks with filters by @m1n0 in #338

[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-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-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-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-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-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-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-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-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-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-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-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-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-library] 1.5.16

^{16 July 2024}

1.5.16 Fixes

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

[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-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-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-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-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-library] 1.5.9

^{20 June 2024}

1.5.9 Fixes and features

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

[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-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-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-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-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-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-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-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-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-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-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-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-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-library] 1.4.2

^{05 March 2024}

Fixes

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

[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-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-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-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-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-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-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-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-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-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-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-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-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-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-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-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-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-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-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-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-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-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-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.

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