Your Database Talks. Adam Listens.
Zero-instrumentation analytics that sits in the proxy layer. No code changes, no agents to deploy, no SDK to integrate. Enable a feature flag and insights start flowing.
Automatic Anti-Pattern Detection
Adam watches your traffic and identifies performance anti-patterns in real time at two levels: per-connection burst analysis and per-endpoint aggregate analysis.
- N+1 query detection
- Hot key concentration via Space-Saving sketch (64-entry, O(1) lookup)
- Unbounded range warnings
PII Exposure Alerts
Real-time detection of personally identifiable information flowing through your data layer. Regex-based scanning for 5+ patterns with automatic redaction before storage.
- SSN & credit card detection
- API key & password scanning
- Email, phone, IP detection
30+ Rule Recommendation Engine
Not just metrics, but actionable recommendations with confidence scoring, severity classification, and estimated monthly cost savings. Covers write-heavy patterns, missing TTLs, oversized values, hot keys above 15% traffic, large hash operations, and read replica candidates.
- Pattern & context rules
- Confidence-scored output
- Cost savings estimates
Real-Time Streaming Analytics
SSE-powered real-time monitoring with per-endpoint health snapshots every 60 seconds including ops/sec, error rate, and p50/p99/p999 latency percentiles. Anomaly transitions emit immediately.
- Zero-overhead when unused
- Anomaly-only filtering
- 64-event broadcast buffer
Anomaly Detection
Three-stage confirmation using Jensen-Shannon divergence. Compares command distribution to baseline — watch at 2% divergence, critical at 5%. Includes latency spike and error rate detectors.
- 3-window confirmation before alerting
- 5-window cooldown before reset
- Confirmation memory with 5-minute bridging windows
Adaptive Metadata Polling
Three-frequency metadata collection — High (60s), Medium (30min), Low (24h) — with four escalation levels that accelerate up to 8x during anomalies.
- Normal → Watch → Elevated → Critical escalation
- Hysteresis prevents flapping between states
- ClickHouse storage with SummingMergeTree rollups
Detected Anti-Patterns
Automatically flagged with confidence scores and actionable recommendations.
N+1 Queries
5 repeated commands
Hot Keys
> 15% traffic
KEYS Command
Any occurrence
Unbounded Range
Any occurrence
Large Responses
> 64 KB
High Fanout
100+ keys in MGET/MSET
High Error Rate
> 10% rate
Missing TTLs
> 80% no TTL
Slow Queries
> 10ms
Dangerous Commands
FLUSHDB, SHUTDOWN, CONFIG
Large Hash Ops
> 5 KB per operation
Write-Heavy Never-Read
0 reads on pattern
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