Data is silently breaking

Your CEO will find out about bad data.The question is when.

AnomalyArmor monitors your data warehouse for schema changes, stale tables, and broken pipelines, and alerts you before stakeholders notice.

Free tier available
No credit card required
$5/table/mo after that

Built by engineers from

LinkedInMicrosoftAmazonCheggAbnormal Security

Without AnomalyArmor

#executive
Thursday 11:15 AM
CE
CEO

I've been telling the board our churn is 3%. Apparently it's actually 8%? Can someone explain?

VP
VP Analytics11:18 AM

The revenue dashboard is wrong too. Board deck goes out at noon. How long has this been broken?

A column rename broke the churn calculation 2 weeks ago. The wrong number was in 4 investor updates.

2 weeks

undetected

4

wrong investor updates

73%

found by stakeholders

With AnomalyArmor

Upstream Change6:58 AM

ALTER TABLE orders RENAME COLUMN customer_id TO cust_id;

Applied by another team. No one downstream was notified.

AnomalyArmor7:00 AM

Schema change detected on orders: column customer_id renamed. 3 downstream dashboards affected. Alerting #data-alerts.

Engineer
Lisa ParkData Engineer
7:12 AM

Patched downstream refs for the column rename. Dashboards verified. No one impacted.

9:14 AM

VP asks about the exec dashboard. Everything looks fine.

2 min

to detect

14 min

to fix

0

stakeholders impacted

Try it yourself

Pick a use case. See AnomalyArmor work on demo data in under a minute.

Ask anything about your data...
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The nightmare scenario

You've seen this message before.And you'll see it again.

Every data team lives in fear of the Slack message that starts with
“Why is this dashboard broken...”

#data-team
Monday 9:47 AM
CF
CFO

The revenue numbers on the board deck are completely wrong. We present to investors in 2 hours. What happened?

You scramble to find the issue. A schema change broke the revenue model 3 days ago. Nobody noticed.
#engineering
Friday 4:30 PM
VP
VP of Product

Why does the user dashboard show we had 0 new signups this week? Marketing is panicking.

The ETL job silently failed Tuesday. 4 days of missing data. Your weekend just evaporated.
#executive
Thursday 11:15 AM
CE
CEO

I've been telling the board our churn is 3%. Apparently it's actually 8%? Can someone explain?

A column rename broke the churn calculation 2 weeks ago. The wrong number was in 4 investor updates.

The real cost of reactive data monitoring

15+ hrsper week spent firefighting
$50K+avg cost per major data incident
73%of issues found by stakeholders first
3.2 daysavg time to detect data problems

It doesn't have to be this way.
What if you knew about every issue before anyone else?

5 minfrom signup to first alert
$99/mostarting price
Read-onlymetadata and aggregates — never raw rows
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
For developers

Build it into your workflow

Dashboard, API, CLI, or SDK. Integrate however fits your stack.

REST API

Full programmatic access to all monitoring features. Automate everything.

curl -X GET "https://api.anomalyarmor.ai/v1/alerts" \
  -H "Authorization: Bearer $API_KEY"

CLI

Run data quality checks from CI/CD. Catch issues before deploy.

anomaly check --tables users,orders --fail-on-warning

Python SDK

Type-safe client for custom integrations. Built for data pipelines.

from anomalyarmor import Client
client = Client(api_key="...")
alerts = client.alerts.list(status="open")

Claude MCP Server

Talk to your data quality in natural language. Ask Claude about alerts, freshness, and schema changes.

// claude_desktop_config.json
"anomalyarmor": {
  "command": "npx",
  "args": ["-y", "@anomalyarmor/mcp-server"],
  "env": { "ANOMALYARMOR_API_KEY": "your-key" }
}
Take back control

Stop being the last to know.

Every day you wait is another day a stakeholder might find a problem before you do. Setup takes 5 minutes. Your first alert could come tonight.

5-minute setup
No credit card required
$5/table/mo
No sales calls ever
$5/table/month• Unlimited users • All features included

Your Monday morning:

7:02 AMAlert: Schema change in orders_fact
7:03 AMYou reviewed & acknowledged
9:00 AMStandup: "Data looks good, no issues"

Crisis prevented. Coffee enjoyed.

Frequently Asked Questions

Common questions about setup, pricing, and how monitoring works

Similar AI-powered monitoring without the enterprise friction. No sales calls, transparent pricing at $5/table/month (vs $2K+), and 5-minute setup. Built for data teams at 50-500 person companies who need real monitoring without the procurement process.

Still have questions?

Email us
The comparison

Enterprise features. Startup price.

AI-powered monitoring without the enterprise procurement process

Pricing
Enterprise$2,000+/mo
HomegrownFree*
AnomalyArmor$5/table
Time to value
Enterprise3+ weeks
HomegrownWeeks of eng time
AnomalyArmor5 minutes
Alert quality
EnterpriseNoisy by default
HomegrownManual tuning
AnomalyArmorAI-tuned
Maintenance burden
EnterpriseLow
HomegrownHigh
AnomalyArmorZero
Sales calls required
EnterpriseYes, many
HomegrownNo
AnomalyArmorNever

* Homegrown solutions are “free” but require engineering hours to build and maintain