DATA OPS

Stale Source Blast-Radius Watchdog for Downstream Tables

When a root source table in Snowflake lands late, calculates every downstream table that will inherit the staleness and notifies each dependent table's owner in Slack before…

CategoryData Ops
Enginesim
Difficultyadvanced
Triggerschedule
Steps5
Setup~25 min

How it runs

The automated pipeline, trigger to output.

  • TriggerScheduled source freshness check
  • ActionRead root source table load timesSnowflakeSnowflake
  • LogicIdentify breached root sources
  • ActionExpand lineage to downstream ownersSnowflakeSnowflake
  • OutputSlack heads-up to each affected ownerSlack

What it does

This workflow flips freshness monitoring from reactive to proactive. The moment a foundational source table misses its landing SLA in Snowflake, it expands the lineage graph forward to compute the full blast radius of downstream tables, then warns each affected owner that their data is about to be stale because of an upstream problem they did not cause.

When to use it

Use it for hub tables that fan out to dozens of marts. It prevents a wave of duplicate "my dashboard is wrong" tickets by getting ahead of the failure and naming the single upstream culprit to everyone affected.

How it works

  1. 1A schedule runs the source-table freshness check.
  2. 2It reads load timestamps for designated root source tables from Snowflake.
  3. 3A logic step identifies which roots breached their SLA.
  4. 4For each breached root it queries Snowflake lineage to enumerate all downstream dependent tables and their owners.
  5. 5It sends a targeted Slack heads-up to each downstream owner naming the late upstream source and expected impact.

Set it up

What you configure once, before turning it on.

  1. 1
    Connect SnowflakeWarehouses, queries, shares.
  2. 2
    Connect SlackChannels, DMs, threads, mentions.
  3. 3
    Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
  4. 4
    Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
  5. 5
    Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.

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