AI-Powered Database Monitoring Features

Comprehensive monitoring that prevents pipeline breaks and ensures data reliability

The solution

Be the first to know.Every. Single. Time.

AnomalyArmor watches your data warehouse 24/7 so you can stop refreshing dashboards and start trusting your data.

Most critical

“Someone changed the schema”Know before your pipeline crashes

Column renamed? Type changed? Table dropped? You'll know in minutes, not days. AI-powered impact analysis shows exactly which models and dashboards will break.

Instant alerts on breaking changes
See every downstream dependency
Full schema history & audit trail
Read the docs
Schema Changes
orders_factColumn revenue type: DECIMAL → VARCHAR12 downstream models affected
2m ago
user_eventsNew column session_duration addedNon-breaking change
1h ago
customer_dimNo changes detectedLast checked 5m ago
Stable
Freshness Monitor
Fresh
orders_factUpdated 5 min ago
Warning
user_eventsUpdated 4 hours ago
SLA: 6 hours
Stale
marketing_metricsUpdated 26 hours ago
SLA exceeded by 2h

“This data looks old”Know when updates stop coming

Don't wait for a stakeholder to notice yesterday's numbers. Set SLAs for every critical table and get alerted the moment data goes stale, before anyone opens a dashboard.

Custom SLAs per table
AI learns your update patterns
Signal, not noise. No alert fatigue
Read the docs

“These numbers look wrong”Catch bad data before anyone else does

Null spikes, distribution shifts, and silent data drift corrupt your analytics without warning. AnomalyArmor scores every table and alerts you when quality degrades.

Real-time quality scores
ML-powered anomaly detection
Define your own data contracts
Read the docs
Data Quality
orders_fact
98/ 100
Nulls: 0.2% • Valid: 99.8%
user_events
72/ 100
Nulls: 12% ↑ anomaly detected
revenue_daily
45/ 100
38% nulls • distribution shift
Embeddable Badges
orders_factFresh
customer_dimFresh
revenue_dailyStale

One line of HTML to embed anywhere

“Is this data reliable?”Let your dashboards answer

Stop fielding Slack messages asking if data is fresh. Embed live status badges directly in your dashboards, Notion docs, and reports. Trust becomes self-service.

Embed in Notion, Confluence, anywhere
Real-time status updates
Build stakeholder trust automatically
Read the docs

Works with your stack

Connect in 5 minutes. Read-only access. No data ever leaves your warehouse.

Data Sources
PostgreSQLMySQLSnowflakeRedshiftBigQueryDatabricks+2
Alerts go to
SlackPagerDutyincident.ioEmailWebhooks
View all integrations

How AnomalyArmor Works

1

Connect Your Database

Connect PostgreSQL, MySQL, Snowflake, Redshift, BigQuery, Databricks, ClickHouse, and SQL Server in minutes with enterprise-grade security.

2

Automatic Monitoring Starts

AI automatically detects schema changes, monitors data freshness, and classifies sensitive data.

3

Get Smart Alerts & Insights

Receive intelligent alerts and ask questions about your data in natural language.

Monitoring Active
All systems operational
Schema drift detectionActive
Freshness monitoringActive
Anomaly detectionActive
PII classificationActive

Ready to stop data fires before they start?

Connect your warehouse and see your first alerts in under 5 minutes.

Get Started

Frequently Asked Questions

Four things, all automatically: schema changes (column additions, drops, type changes), data freshness (is this table updating when it should), data quality (null rates, distributions, value ranges), and schema drift across environments. Each is opt-in per table.