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Check metrics for cardinality
Checks metric labels for too many unique combinations and proposes cutting or bucketing.
Check pipelines for watermarks
Checks event pipelines for whether windows close with watermarks and stragglers have a clear policy.
Check structured data for gaps
Compares core URLs with JSON-LD and finds missing types, required fields and contradictions with visible text.
Find near-duplicates in templates
Finds template or parameter pages with almost the same content that unnecessarily split crawl and index.
Check retry and backoff
Checks client and worker retries for missing Retry-After handling, missing jitter and unbounded budgets that amplify overload.
Check request IDs in traces
Checks whether one request ID is accepted, minted and carried through HTTP, queues and logs.
Check for lookahead bias
Checks analyses and backtests for features or labels that were not available at the decision time.
Check for selection bias
Checks whether inclusion rules systematically drop groups and whether claims are narrowed accordingly.
Check title tags for duplicates
Clusters exact and near-duplicate title tags and proposes distinct rewrites aligned with H1 intent.
Check rotting outbound links
Finds outbound links that 404, redirect oddly or point to outdated targets that hurt trust and crawl signals.
Check idempotency keys
Checks write paths for missing, unstable or too-short-lived idempotency keys that allow double side effects on retry.
Check poison message quarantine
Checks whether repeatedly failing queue messages are quarantined with context instead of blocking consumers forever.
Check for cold-start bias
Checks scoring and ranking rules for unfair treatment of entities with little history.
Check for train/serve skew
Checks whether training features match what production serves in clock, join, default and encoding.
Check crawl budget waste
Clusters low-value URL patterns that consume crawl hits and proposes fixes that protect money pages.
Find thin URLs in the crawl
Finds thin or near-empty URLs that attract crawl hits without offering distinct useful content.
Check a stocktake list for anomalies
Compares count sheet and book stock and lists gaps, typos and missing items to recount.
Maintenance log from notes
Turns quick notes after a service visit into a clean log with findings, work done and next date.
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