OPERATOR
Platform Reliability Agent
Manages data quality, freshness, anomaly detection, lineage, and cost optimization. Detects, diagnoses, and fixes. Works with your existing observability stack or sets one up.
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Fluent in
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3AM. Black Friday. Kafka partition lag. The Operator already handled it.
Auto-scaled, backfilled, validated.
Engineer read the post-mortemat standup.
Business impact: zero.
"Dashboard numbers are wrong." The Operator traced it in seconds.
Followed the lineage from dashboard to mart to staging tosource. Found a broken pipeline.
Fixed it. Backfilled. Dashboard: corrected.
847 alerts last month. 12 were real. The Operator dropped the other 835.
Monitors only attributes that downstream consumers actually query.
No noise. No alert fatigue. Just signal.
4 years of hot data. 83%of queries touch the last 30 days.
The Operator moved the rest to cold storage. $47K/month became $12K.
Query performance: unchanged.
"What breaks if we drop this table?"Full blast radius. 3 seconds.
12 models, 23 dashboards, 2 ML pipelines, 1 board report. Color-coded by severity.
Before you even open Slack.
Fraud detection running on batch. The Operator moved it to real-time.
Analyzed query latency requirements, identified ClickHouse as the right engine, rerouted the workload, and validated accuracy.
Fraud caught in milliseconds, not hours. Millions saved.
Meet WALT, your next Data Engineer that builds and runs your entire data platform
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