PostgreSQL + Snowflake intelligence
Find the current
behind every query.
DataCurrent connects workload signals, execution plans, lineage, and AI reasoning into one evidence-first investigation flow.
01 Observe02 Investigate03 Recommend04 Verify
WORKLOAD /
Overview
Query latencyp50 / p95
p9500:0006:0012:0018:00Now
Current findingEvidence-backed
HighSequential scan regression
A filter on orders.created_at is scanning 8.4M rows after cardinality drift.
PLAN NODE
Seq Scan · cost 284,901Top query fingerprintsBy total execution time
QUERYDATABASECALLSMEANCHANGE
SELECT o.id, c.name FROM orders o…PostgreSQL48.2k842ms+62%SELECT event_type, COUNT(*) FROM events…Snowflake12.8k318ms−14%WITH inventory_state AS (SELECT…PostgreSQL7.1k146ms+3%Illustrative product preview · the full application reads live database evidence at runtime
01 / WORKFLOW
From signal to measured outcome.
Every recommendation keeps a visible chain of evidence—from the workload event that started the investigation to the benchmark that validates the result.
Detect
Capture cumulative statistics, snapshots, and regressions without inventing traces.
Explain
Read plan operators, schema context, and lineage as a single investigation.
Recommend
Generate structured hypotheses with evidence, confidence, and tradeoffs.
Verify
Benchmark safely in isolation and report median, p95, and result agreement.
02 / ARCHITECTUREBuilt for evidence,
Built for evidence,
bounded by design.
Credentials stay encrypted, AI tools receive minimized context, and production changes always remain under human control.
DATA SOURCES
◉PostgreSQLpg_stat_statements
◇SnowflakeACCOUNT_USAGE
read-only telemetry
DATACURRENT CORE
⌁FastAPI + Workerscollection · analysis · policy
▰Metadata storehistory · lineage · benchmarks
scoped evidence
INTELLIGENCE
✦AI investigatorstructured, tool-bounded reasoning
✓Verification engineisolated empirical comparison
Understand your data.
Optimize every query.
Deploy the complete API, workers, metadata store, and web application with Docker Compose.
Run DataCurrent ↗