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Change safety, incident response, and lineage

Check downstream changes before merging.

Embrasure uses lineage to find the tables a code change could affect, then compares their results before and after the change. Available in CICD or by CLI.

SQL builds, but three downstream consumers receive durations 1,000 times too low. Merge is blocked.

halden-data / analyticsExample pull request

Convert event durations to seconds #527

cayden-le wants to merge into main

embrasure[bot]Sep 4 · 10:42 UTC

Build passed. Duration checks failed.

Three consumers still expect milliseconds. Their durations would be 1,000× too low.

- duration_ms,
+ duration_ms / 1000.0 AS duration_ms

Downstream model	Owner	Duration change
	Data platform	−99.9%
	ML platform	−99.9%
	Backend	−99.9%

PR vs main · Aug 28–Sep 3

Built in isolated schemas: 3 models · passed
Existing fields compared: 3.4M rows compared

Merge blocked

Compatibility patch drafted for Cayden Le to review.

Example PR #527 · halden-data / analyticsBuild passed. Duration checks failed.

duration_ms now returns seconds. Existing consumers still expect milliseconds.

session_daily: −99.9%
session_stats: −99.9%
session_activity: −99.9%

Against main · Aug 28–Sep 3
3 models built in isolated schemas.
3.4M rows compared. Durations 1,000× too low.

Merge blocked. Compatibility patch drafted.

“it feels like my team just instantly gained 10 genius data engineers.”

Kevin FarhatResearch Engineer

Investigate data issues across systems.

Embrasure traces related alerts across systems to a shared cause, reducing alert noise and investigation time. Shared lineage shows which downstream tables are affected, even when they belong to another tool.

EmbrasureAPP2:18 AM

3 alerts trace back to a partial load. raw.events, hour=01, is missing rows after a failed Fivetran sync.

Source: 12,480 rows. Warehouse: 9,216.
Fivetran run sync_8f24a1 failed.

Downstream of raw.events

marts.session_daily · Data platform
features.session_stats · ML platform
api.session_activity · Backend

Owner: Cayden Le · Data platform

EmbrasureAPP2:18 AM

Backfill hour=01 and rebuild the three affected models. Other partitions match the source.

Cayden Le2:20 AM

Backfill that hour. Open a PR for the completeness check.

EmbrasureAPP2:46 AM

Backfill complete. 3 downstream models rebuilt. Row counts match at the source cutoff.PR #419 awaits review.halden-data / ingestion

Backfill verification

12,480 source rows · 12,480 loaded.
No duplicate event_id values.

# data-incidents

EmbrasureAPP2:18 AM

Partial load in raw.events. hour=01 feeds three downstream models.

Source: 12,480 rows. Warehouse: 9,216.
Fivetran run sync_8f24a1 failed.

2 replies

Cayden Le2:20 AM

Backfill that hour. Open a PR for the completeness check.

EmbrasureAPP2:46 AM

Backfill complete. 3 downstream models rebuilt. Row counts match at the source cutoff.PR #419 awaits review.halden-data / ingestion

Backfill verification

12,480 source rows · 12,480 loaded.
No duplicate event_id values.

Your entire data stack. Lineage that stays current.

Lineage updates automatically across your tools, custom pipelines, and services. Every connection has source evidence you can inspect.

Lineage

Example lineage5 assets

Select a connection to inspect its source

eventsBigQuery

Currentduration_ms

Downstream of events.duration_ms · 2 models, 1 service
Activity API reports table reads. Column usage is not available.

LineageExample · 4 assets

eventsPostgres
duration_ms
Fivetran column mapping
eventsBigQuery
duration_ms
Spark · SUM(duration_ms)
session_statsIceberg
total_ms
Service read event · table-level
Activity APIService
Reads session_stats

Activity API reports table reads.
Column usage is not available.

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Connect Databricks, Snowflake, or BigQuery. Embrasure starts on the pull requests and incidents you already have. Review the findings in GitHub and Slack.