Gartner® Report: Market Guide for Data Observability Tools --> Access Report

Your Snowflake Data, Fixed Before Anyone Notices

ADM autonomously detects, diagnoses, and resolves data issues on Snowflake — so your Cortex AI workloads, dashboards, and pipelines never miss a beat.

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TRUSTED BY ENTERPRISE DATA TEAMS WORLDWIDE
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Trusted by Top G2000 Data and AI Enterprises

From Snowflake Alert to Snowflake Fixed — Autonomously

ADM doesn't just surface problems. It proposes a resolution, applies it with your approval, and logs every action for a full audit trail.

Cut detection from hours to 10 minutes.
Restored 100% dashboard reliability.
Enabled AI-ready data for growth.

Challenges We Solve

Data teams struggle with Snowflake blind spots

Silent pipeline failures that only surface after a business report is already wrong
Snowflake cost overruns with no clear owner or root cause
Migration blind spots — data drifts, schemas change, and nobody knows until downstream
AI workloads blocked by ungoverned, uncertified data in Snowflake
Compliance exposure from policies set once and never enforced again

ADM Doesn’t Just Watch Your Snowflake. It Acts.

While other tools alert you to problems, ADM resolves them — autonomously, with confidence scores and human checkpoints built in.

Autonomous Issue Resolution
ADM detects anomalies and triggers fixes in minutes. No ticket. No on-call engineer.
End-to-End Pipeline Observability
Real-time lineage across every Snowflake table, job, and transformation.
Policy Enforcement on Autopilot
Generate, apply, and audit data quality policies via natural language. No YAML, no manual tagging.
Snowflake Cortex Readiness
Certify datasets as AI-ready before they feed Cortex or Snowpark ML models.
Smart Compute Management
Right-size warehouses, catch runaway queries, and forecast Snowflake spend before the bill arrives.

What ADM Does on Snowflake, Every Day

Six ways enterprise teams are replacing manual triage with autonomous action.
Conversational Incident Resolution
When a Snowflake pipeline breaks, ask ADM what happened. Get root cause, impact scope, and a fix proposal — in plain language, in minutes.
AI-Ready Data Certification
Before data feeds your Snowflake Cortex or ML models, ADM certifies quality across completeness, freshness, and consistency — automatically.
Agentic Reconciliation
Validate row counts, schema integrity, and transformations across Snowflake ingestion paths without manual spot checks or reconciliation scripts.
Self-Healing Pipelines
ADM detects pipeline degradation early, proposes remediation, and — with human approval — applies the fix before your dashboards show red.
Autonomous Policy Generation
Describe your data quality requirement in plain language. ADM generates, tests, and deploys the policy to your Snowflake environment.
Cloud Cost Optimization
Identify idle warehouses, runaway queries, and overprovisioned roles. ADM surfaces the waste and recommends the right-sizing automatically.

Dominate with Reliable Data at Every Step

40%

fewer data quality issues with real-time observability.

30%

faster Snowflake migrations with visibility.

25%

better BI reliability with proactive fixes.

99.9%

compliance readiness with automated governance.

Unified for Snowflake Stack

Acceldata integrates with Snowflake, data warehouses, BI tools, and orchestration platforms for end-to-end reliability.

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Resources & News

Stay Ahead with Acceldata

Hrutwi K.

Enterprise
Acceldata provides a ready to use data monitoring solution for Snowflake which doesn't require much setup to get started with. It also provides a wide range of metrics. 

Michael M.

Enterprise
Acceldata provides an "out of the box" environment monitoring solution for Snowflake with very little setup time and a varied selection of metrics that are monitored.

Timothy C.

Senior Expert of Data Governance - Enterprise
Acceldata has opened quite a few doors for us at Nestle. We have started with the Data Reliability features of the product and moved into the Cloud/Cost Optimization aspects.

Acceldata User

Small - Business
It helped to improve data and pipeline reliability and cost-optimization.

Clear Doubts. Fast.

What’s Intelligent Observability?

Smart monitoring that resolves issues instantly.

Better than other tools?

Others alert; Acceldata fixes, saving hours.

How fast to deploy?

Minutes for near real-time insights.

Replacing engineers?

No—empowers them by cutting noise.

Integrates with Snowflake stack?

Yes, with Snowflake, Tableau, Power BI, Airflow.

Human oversight?

Always, for trusted validation.

Secure and scalable?

Petabyte-scale, enterprise-grade security.

Ready to get started

Explore all the ways to experience Acceldata for yourself.

Expert-led Demos

Get a live walkthrough with a Snowflake data specialist
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30-Day Free Trial

Explore ADM in minutes. No configuration required.
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Let our experts help you achieve your data observability goals.
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Control Your
Snowflake Costs

Avoid unnecessary spend on Snowflake warehouses, stop runaway queries, right-size underutilized compute, and more

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TRUSTED BY ENTERPRISE DATA TEAMS WORLDWIDE

Hrutwi K.

Enterprise
Acceldata provides a ready to use data monitoring solution for Snowflake which doesn't require much setup to get started with. It also provides a wide range of metrics. 

Michael M.

Enterprise
Acceldata provides an "out of the box" environment monitoring solution for Snowflake with very little setup time and a varied selection of metrics that are monitored.

Timothy C.

Senior Expert of Data Governance - Enterprise
Acceldata has opened quite a few doors for us at Nestle. We have started with the Data Reliability features of the product and moved into the Cloud/Cost Optimization aspects.

Acceldata User

Small - Business
It helped to improve data and pipeline reliability and cost-optimization.
Metrics

Speed up migration to Snowflake

Acceldata’s capabilities such as data drift, schema drift, reconciliation help speed migration to Snowflake.  Migrate thousands of pipelines across hundreds of sources with ease.
15%
faster migrations and faster time-to-delivery
20%
faster load time and 10% faster query runtime within 2 weeks
20%
productivity improvement in admin and support within a month
10%
productivity improvement in data engineering within a month
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Be efficient in fine-tuning, support, and maintenance tasks.

Stop

runaway consumption and cost spikes with timely alerts and notifications.

Trace

root causes of cost overruns and owners with 65% faster MTTR**

Forecast

data and compute budgets with 97% accuracy

X-ray Snowflake account usage, Optimize ROI with precise tips.

ROI optimization with Acceldata

Try Acceldata free for 30 days

Identify wasted spend in 30 minutes
Connect your data sources or use sample demo data
Guided experiences and email/phone assistance
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For Platform Teams

Operational health checks to improve Data Ops & infrastructure

Switch from batch or periodic sprints to continuous, automated, real-time monitoring and optimization of resources: underutilized clusters, workflows, DLT pipelines, job runs, notebooks and queries, and overprovisioned roles and privileges.
Stretch your Snowflake credits and avoid runaway consumption. Enforce guardrails and stay abreast of the latest best practices via automated codification into your data observability solution.
75% fewer performance-related incidents, and reduce time spent on finetuning, support and maintenance with continuously-ON monitoring, RCA, automated remediation with recommendations, alerts and notifications
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Maximize data quality and eliminate data outages

A single pane of glass for your data environment

Continuously ensure reliability of data and pipelines across your data landscape, in addition to cost and operational optimization

Data Quality Policies and Anomaly Detection

Ensure the reliability and timeliness of data across your data landscape with Acceldata’s continuous and automated data quality monitoring platform.

Leverage anomaly detection and a flexible and highly scalable framework with policies for all the 6 Dimensions of Data Quality (accuracy, completeness, consistency, freshness, validity and uniqueness), data reconciliation, schema drift, and data drift.

Data Pipeline Observability

Gain end-to-end visibility and insights into your data assets and pipelines from start to finish to ensure data gets delivered properly and on-time.

Eliminate operational blindspots and clogged, slow, inefficient or stopped pipelines by continuously observing pipelines such as Kafka and Airflow.

Shift Left and the “1 x 10 x 100 Rule” of Data Quality

Detect problems at the beginning of your data landscape to isolate issues before they hit your Databricks Lakehouse or before they affect downstream analytics and consumption.

Implement the “1 x 10 x 100 Rule” of Data Quality that states that the cost of fixing a problem increases exponentially as you move from the source or ingestion zone to the consumption zone or Databricks Lakehouse, where it finally lands up

Observability Into All Data Across Your Landscape

Get visibility into all your data in Databricks and across your entire data stack: data-at-rest, data-in-motion, and data-for-consumption.

Trace transformation failures and data inaccuracy across tables and columns with detailed data lineage and by pinpointing the exact root cause.

Ready to get started

Explore all the ways to experience Acceldata for yourself.

Expert-led Demos

Get a technical demo with live Q&A from a skilled professional.
Book a Demo

30-Day Free Trial

Experience the power
of Data Observability firsthand.
Start Your Trial

Meet with Us

Let our experts help you achieve your data observability goals.
Contact Us