Cdc Pipeline Creator - Auto-activating skill for Data Pipelines. Triggers on: cdc pipeline creator, cdc pipeline creator Part of the Data Pipelines skill category.
33
Quality
3%
Does it follow best practices?
Impact
85%
1.16xAverage score across 3 eval scenarios
Passed
No known issues
Optimize this skill with Tessl
npx tessl skill review --optimize ./planned-skills/generated/11-data-pipelines/cdc-pipeline-creator/SKILL.mdReal-time CDC streaming pipeline
Streaming technology used
100%
100%
CDC source connector
100%
100%
Step-by-step documentation
100%
100%
Error handling present
100%
100%
No hard-coded secrets
10%
20%
Environment parameterisation
50%
62%
Insert/Update/Delete handling
100%
100%
Sink component present
100%
100%
Infrastructure manifest
100%
100%
Logging included
100%
100%
Without context: $0.6637 · 3m 6s · 28 turns · 29 in / 11,995 out tokens
With context: $0.6520 · 2m 44s · 30 turns · 322 in / 10,281 out tokens
Airflow and Spark ETL pipeline
Airflow DAG present
0%
100%
Airflow dependency tracking
0%
100%
Airflow retry configuration
0%
100%
Spark transformation used
0%
0%
Extract stage implemented
100%
100%
Transform stage implemented
100%
100%
Load stage implemented
100%
100%
No hard-coded credentials
100%
100%
Backfill documentation
100%
100%
Production-ready config
100%
100%
Error handling in Spark job
0%
0%
Without context: $1.2459 · 5m 18s · 43 turns · 42 in / 20,085 out tokens
With context: $1.9587 · 6m 56s · 65 turns · 666 in / 27,589 out tokens
CDC pipeline with data quality validation
Price validation rule
100%
100%
Category code validation
100%
100%
Duplicate ID detection
100%
100%
Quarantine mechanism
100%
100%
Rejection reason recorded
100%
100%
Validated records forwarded
100%
100%
Validation report produced
100%
100%
Industry-standard validation pattern
0%
0%
CDC change event handling
40%
100%
No hard-coded connection strings
100%
100%
Without context: $0.5764 · 2m 11s · 26 turns · 2,824 in / 8,571 out tokens
With context: $0.5497 · 2m 10s · 30 turns · 29 in / 7,499 out tokens
0c08951
Table of Contents
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