Agent skill

id-graph-canonical-id-size

Query ID graph to analyze canonical ID group sizes. Use when debugging over-stitching by checking how many individual IDs are mapped to each canonical ID, or when canonical ID groups seem too large.

Stars 16
Forks 23

Install this agent skill to your Project

npx add-skill https://github.com/treasure-data/td-skills/tree/main/realtime-skills/id-graph-canonical-id-size

SKILL.md

ID Graph - Canonical ID Size Analysis

Analyze canonical ID group sizes to identify over-stitching patterns where too many individual IDs are mapped to a single canonical ID.

Requirements

  • Parent segment ID with RT 2.0 enabled

Database

The database name contains the parent segment ID and has this format cdp_audience_273509. This is where you can plug in the parent segment the user gives in the request.

ids_updated table

The ID graph table is typically called ids_updated and is in the Parent Segment real time database. This table contains the canonical ID mappings created by RT 2.0's ID stitching process.

Schema

The ids_updated table has the following key columns:

  • canonical_id, string, the canonical identifier for a group of stitched IDs
  • id_set, array(string), array of individual identifiers that belong to this canonical group

Core Query

The main query to analyze ID counts per canonical ID:

sql
WITH flattened AS (
    SELECT
        canonical_id,
        id_value
    FROM cdp_audience_<parent_segment_id>.ids_updated
    CROSS JOIN UNNEST(id_set) AS t(id_value)
    WHERE td_interval(time, '-7d')  -- Avoid full table scan
)
SELECT
    canonical_id,
    count(DISTINCT id_value) as unique_id_count
FROM flattened
GROUP BY canonical_id
ORDER BY unique_id_count DESC
LIMIT 100;

Troubleshooting

  • Ensure the parent segment has RT 2.0 enabled
  • Large result sets may need LIMIT clauses for performance

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