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Platform Overview

Data & AI Observability

Agentic Data Engineering

Data Warehousing

Agentic Runtime

Agentic Data Management

Data Platform Modernization

Platform Overview

Everything you need to build, govern, and scale data and AI workloads—one unified platform.

xLake Architecture

CAPABILITIES

xLake Architecture

Build and run intelligent data and AI pipelines at scale.

xObserve

Observe cloud, hybrid and on-premise data.

xReasoning

A reasoning engine that understands your data estate continuously.

xGovern

Discover and manage data assets through a central catalog.

xRoute

Automate workflows with scheduling, dependencies, and retries.

OS Foundry

Built with proven and stable open source components.

Manage your data estate under one platform

Data & AI Observability

Monitor, detect, and resolve data and AI issues with end-to-end observability across pipelines.

Explore

Data Observability

Data Quality Policies

Set rules once and enforce them automatically across every data asset.

Data Reconciliation

Catch and fix data mismatches across data systems upstream/ downstream.

Anomaly Detection

Surface statistical outliers in production pipelines before they become incidents.

Data Profiling

Understand data freshness, completeness, and distribution without writing queries.

Alerts & Notifications

Get instant alerts with enough context to act, not just react.

Data Lineage

Trace end to end data flow across the entire pipeline.

Use Cases

From data quality to incident response—keep every pipeline trustworthy at scale.

AI Observability

Agent & LLM Tracing

End-to-end traces across prompts, models, retrieval, and tools.

Prompt & Evaluation Management

Version, evaluate, and optimize prompts before they ship.

AI Guardrails & Governance

PII controls, RBAC, audit trails, and policy enforcement for production AI.

Prod Monitoring & Dataset Flywheel

Continuously score production AI and turn failures into stronger test coverage.

Hadoop Observability

End to End visibilty

See clusters, jobs, queues, users, and cost in one place.

Faster RCA

Find issues faster across infrastructure, services, and jobs.

AI Powered Optimization

Reduce waste and improve performance on existing infrastructure.

Yarn Optimization

Reclaim capacity, boost throughput, and reduce queue pressure.

Guided Automation

Turn repeat issues into guided, repeatable actions.

Cost Visibility

Connect LLMs to distributed enterprise data with governed, unified control.

Use Cases

From firefighting to rising cost—see how you can solve your specific challenge.

Agentic Data Engineering

Build, orchestrate, and run data pipelines with intelligent agents that automate the entire engineering workflow.

Explore ADE

CAPABILITIES

AI Pipelines

Design and run autonomous HITL workflows orchestrated by multi-agent AI systems.

Federated Queries

Gain insights through intuitive visualizations of data and agent activity.

Pipeline Orchestration

Connect LLMs to distributed enterprise data with governed, unified control.

Running Jobs

Enable data and AI teams to act on shared context without switching tools.

Use Cases

Automate the full data engineering lifecycle with intelligent agents that build, run, and maintain your pipelines.

Explore Use Cases

Data Warehousing

Query your lakehouse in-place with Velox-accelerated performance. 10x faster than traditional warehouses.

Explore Data Warehousing

CAPABILITIES

Unified Analytical Layer

One execution surface across all enterprise data.

Compute Where Data Lives

Push execution to the data, not the other way around.

Distributed Execution

Run across cloud, on-prem, and edge seamlessly.

Open Data Architecture

Iceberg, Delta, Hudi, Parquet—no lock-in.

Centralized Governance

One policy model across every format and engine.

AI-Native Applications

Power copilots and autonomous apps on governed data.

Agentic Runtime

Distributed training, high-throughput inference, and GPU notebooks—everything you need for production AI.

Explore

CAPABILITIES

Unified Execution Runtime

One operational layer for agents in any framework.

Centralized Governance

Identity-aware policies across every agent and tool.

Sandboxed Execution

Isolated runtimes with policy-aware boundaries.

Scalable Deployment

Cloud, on-prem, and hybrid without re-platforming.

Agent Frameworks

LangGraph, CrewAI, AutoGen, OpenAI SDK, and more.

Autonomous Applications

Copilots, agents, and multi-agent systems on governed data.

Agentic Data Management

Build, deploy, and manage intelligent agents to automate and optimize data operations.

Explore ADM

CAPABILITIES

Agentic Workflows

Design and run autonomous HITL workflows orchestrated by multi-agent AI systems.

Visualization

Gain insights through intuitive visualizations of data and agent activity.

MCP-DC

Connect LLMs to distributed enterprise data with governed, unified control.

Team Collaboration

Enable data and AI teams to act on shared context without switching tools.

Agent Validation

Ensure agent accuracy and reliability with built-in validation.

Agents

Data Quality

Continuously monitor and improve data accuracy and reliability.

Data Pipeline

Automate pipeline creation, monitoring, and optimization workflows.

Data Catalog

Organize and discover data assets with intelligent cataloging.

Data Reconciliation

Detect and resolve data inconsistencies across systems.

Incident Management

Identify, alert, and resolve data incidents in real time.

Use Cases

From pipeline automation to incident response—deploy intelligent agents that keep data operations running themselves.

Explore Use Cases

Open Data Platform

An open-source data platform for Hadoop modernization, flexibility, and long-term control.

Explore ODP

CAPABILITIES

Open Source Foundation

Build on open-source Hadoop with more flexibility and control.

Flexible Deployment

Run on-prem, in the cloud, in hybrid environments, or on Kubernetes.

Phased Migration

Modernize with in-place, sidecar, or forklift migration paths.

Vendor Indepedence

Reduce lock-in and take control of your platform direction.

Curated Open Stack

Run a validated, production-ready open stack from storage to data science.

Spark Acceleration

Improve Spark performance with Gluten + Velox support.

Use Cases

From modernizing legacy Hadoop to migrating off Cloudera—see how you can solve your specific challenge.

Explore Use Cases

Products

See ADM in Action

Experience how ADM automates data workflows and improves operational efficiency.

Take Product Tour

Industries

Browse solutions to help you solve the complex business challenges unique to your industry.

Explore Case Studies

Financial Services

Ensure data reliability, compliance, and risk visibility.

Consumer Packaged Goods(CPG)

Optimize supply chains with trusted data insights.

Manufacturing

Improve efficiency with real-time data monitoring.

Retail

Enhance experiences with accurate, timely data.

Life Sciences

Ensure data integrity across research workflows.

Insurance

Improve risk and claims with reliable data.

The Acceldata Difference for Financial Services

"PhonePe’s data infrastructure reliability initiative would never have been possible without Acceldata.”

Resources

Browse materials to help you access the tools, guides, and insights essential to your workflows.

Acceldata’s ODP Spark with Gluten Velox

Experience how ADM automates data workflows and improves operational efficiency.

Download Whitepaper

New

Resource Library

Access guides, tools, and insights for data operations.

Customer Support

Get help and resolve issues with expert support.

Blog

Read insights, trends, and updates on data and AI.

Demos

Explore product capabilities through interactive demos.

Open Source

Discover open source tools and community contributions.

Documentation

Access technical docs, guides, and product references.

Trust Center

Review security, compliance, and data protection practices.

Customer Stories

See how customers succeed with Acceldata solutions.

ROI Calculator

Estimate value and cost savings from data observability.

Gartner® Report: How to Evaluate AI Data Readiness

How to assess AI data readiness across four stages.

Access Report

New

Company

Learn about our mission, leadership, and vision driving modern data operations forward.

Acceldata Named to Forbes List of America’s Best Startup Employers

Continued recognition validates commitment to inclusive culture and AI-driven innovation

Read the article

About us

Learn about our mission, vision, and company journey.

Leadership

Meet the leaders driving innovation and strategy.

Why Acceldata

Discover what sets our platform and approach apart.

Customer Stories

See how customers succeed with our data solutions.

Newsroom

Read the latest company news and announcements.

Partners

Explore our partner ecosystem and collaborations.

Events

Join events, webinars, and industry sessions.

Podcasts

Listen to expert conversations on data and AI.

Analyst Corner

Access analyst insights and industry perspectives.

Careers

Explore opportunities and grow your career with us.

Get in touch with our team for support or inquiries.

Pricing

Explore pricing options for our products and solutions.

Gartner® Report: How to Evaluate AI Data Readiness

How to assess AI data readiness across four stages.

Access Report

New

Products

Industry

Resources

Company

Back

Platform Overview

Data & AI Observability

Agentic Data Management

Agentic Data Engineering

Data Warehousing

Data Science

Data Platform Modernization

Back

Industries

Browse solutions to help you solve the complex business challenges unique to your industry.

Explore Case Studies

Financial Services

Ensure data reliability, compliance, and risk visibility.

Consumer Packaged Goods(CPG)

Optimize supply chains with trusted data insights.

Manufacturing

Improve efficiency with real-time data monitoring.

Retail

Enhance experiences with accurate, timely data.

Life Sciences

Ensure data integrity across research workflows.

Insurance

Improve risk and claims with reliable data.

The Acceldata Difference for Financial Services

"PhonePe’s data infrastructure reliability initiative would never have been possible without Acceldata.”

Back

Resources

Browse materials to help you access the tools, guides, and insights essential to your workflows.

Acceldata’s ODP Spark with Gluten Velox

Experience how ADM automates data workflows and improves operational efficiency.

Download Whitepaper

New

Resource Library

Access guides, tools, and insights for data operations.

Customer Support

Get help and resolve issues with expert support.

Blog

Read insights, trends, and updates on data and AI.

Demos

Explore product capabilities through interactive demos.

Open Source

Discover open source tools and community contributions.

Documentation

Access technical docs, guides, and product references.

Trust Center

Review security, compliance, and data protection practices.

Customer Stories

See how customers succeed with Acceldata solutions.

ROI Calculator

Estimate value and cost savings from data observability.

Gartner® Report: How to Evaluate AI Data Readiness

How to assess AI data readiness across four stages.

Access Report

New

Back

Company

Learn about our mission, leadership, and vision driving modern data operations forward.

Acceldata Named to Forbes List of America’s Best Startup Employers

Continued recognition validates commitment to inclusive culture and AI-driven innovation

Read the article

About us

Learn about our mission, vision, and company journey.

Leadership

Meet the leaders driving innovation and strategy.

Why Acceldata

Discover what sets our platform and approach apart.

Customer Stories

See how customers succeed with our data solutions.

Newsroom

Read the latest company news and announcements.

Partners

Explore our partner ecosystem and collaborations.

Events

Join events, webinars, and industry sessions.

Podcasts

Listen to expert conversations on data and AI.

Analyst Corner

Access analyst insights and industry perspectives.

Careers

Explore opportunities and grow your career with us.

Get in touch with our team for support or inquiries.

Pricing

Explore pricing options for our products and solutions.

Gartner® Report: How to Evaluate AI Data Readiness

How to assess AI data readiness across four stages.

Access Report

New

Back

Platform Overview

Everything you need to build, govern, and scale data and AI workloads—one unified platform.

xLake Architecture

CAPABILITIES

xLake Architecture

Build and run intelligent data and AI pipelines at scale.

xObserve

Observe cloud, hybrid and on-premise data.

xReasoning

A reasoning engine that understands your data estate continuously.

xGovern

Discover and manage data assets through a central catalog.

xRoute

Automate workflows with scheduling, dependencies, and retries.

OS Foundry

Built with proven and stable open source components.

Manage your data estate under one platform

Back

Data & AI Observability

Monitor, detect, and resolve data and AI issues with end-to-end observability across pipelines.

Explore

Data Observability

Data Quality Policies

Set rules once and enforce them automatically across every data asset.

Data Reconciliation

Catch and fix data mismatches across data systems upstream/ downstream.

Anomaly Detection

Surface statistical outliers in production pipelines before they become incidents.

Data Profiling

Understand data freshness, completeness, and distribution without writing queries.

Alerts & Notifications

Get instant alerts with enough context to act, not just react.

Data Lineage

Trace end to end data flow across the entire pipeline.

Use Cases

From data quality to incident response—keep every pipeline trustworthy at scale.

AI Observability

Agent & LLM Tracing

End-to-end traces across prompts, models, retrieval, and tools.

Prompt & Evaluation Management

Version, evaluate, and optimize prompts before they ship.

AI Guardrails & Governance

PII controls, RBAC, audit trails, and policy enforcement for production AI.

Prod Monitoring & Dataset Flywheel

Continuously score production AI and turn failures into stronger test coverage.

Hadoop Observability

End to End visibilty

See clusters, jobs, queues, users, and cost in one place.

Faster RCA

Find issues faster across infrastructure, services, and jobs.

AI Powered Optimization

Reduce waste and improve performance on existing infrastructure.

Yarn Optimization

Reclaim capacity, boost throughput, and reduce queue pressure.

Guided Automation

Turn repeat issues into guided, repeatable actions.

Cost Visibility

Connect LLMs to distributed enterprise data with governed, unified control.

Use Cases

From firefighting to rising cost—see how you can solve your specific challenge.

Back

Agentic Data Management

Build, deploy, and manage intelligent agents to automate and optimize data operations.

Explore ADM

CAPABILITIES

Agentic Workflows

Design and run autonomous HITL workflows orchestrated by multi-agent AI systems.

Visualization

Gain insights through intuitive visualizations of data and agent activity.

MCP-DC

Connect LLMs to distributed enterprise data with governed, unified control.

Team Collaboration

Enable data and AI teams to act on shared context without switching tools.

Agent Validation

Ensure agent accuracy and reliability with built-in validation.

Agents

Data Quality

Continuously monitor and improve data accuracy and reliability.

Data Pipeline

Automate pipeline creation, monitoring, and optimization workflows.

Data Catalog

Organize and discover data assets with intelligent cataloging.

Data Reconciliation

Detect and resolve data inconsistencies across systems.

Incident Management

Identify, alert, and resolve data incidents in real time.

Use Cases

From pipeline automation to incident response—deploy intelligent agents that keep data operations running themselves.

Explore Use Cases

Back

Agentic Data Engineering

Build, orchestrate, and run data pipelines with intelligent agents that automate the entire engineering workflow.

Explore ADE

CAPABILITIES

AI Pipelines

Design and run autonomous HITL workflows orchestrated by multi-agent AI systems.

Federated Queries

Gain insights through intuitive visualizations of data and agent activity.

Pipeline Orchestration

Connect LLMs to distributed enterprise data with governed, unified control.

Running Jobs

Enable data and AI teams to act on shared context without switching tools.

Use Cases

Automate the full data engineering lifecycle with intelligent agents that build, run, and maintain your pipelines.

Explore Use Cases

Back

Data Warehousing

Query your lakehouse in-place with Velox-accelerated performance. 10x faster than traditional warehouses.

Explore Data Warehousing

CAPABILITIES

Unified Analytical Layer

One execution surface across all enterprise data.

Compute Where Data Lives

Push execution to the data, not the other way around.

Distributed Execution

Run across cloud, on-prem, and edge seamlessly.

Open Data Architecture

Iceberg, Delta, Hudi, Parquet—no lock-in.

Centralized Governance

One policy model across every format and engine.

AI-Native Applications

Power copilots and autonomous apps on governed data.

Back

Agentic Runtime

Distributed training, high-throughput inference, and GPU notebooks—everything you need for production AI.

Explore

CAPABILITIES

Unified Execution Runtime

One operational layer for agents in any framework.

Centralized Governance

Identity-aware policies across every agent and tool.

Sandboxed Execution

Isolated runtimes with policy-aware boundaries.

Scalable Deployment

Cloud, on-prem, and hybrid without re-platforming.

Agent Frameworks

LangGraph, CrewAI, AutoGen, OpenAI SDK, and more.

Autonomous Applications

Copilots, agents, and multi-agent systems on governed data.

Back

Open Data Platform

An open-source data platform for Hadoop modernization, flexibility, and long-term control.

Explore ODP

CAPABILITIES

Open Source Foundation

Build on open-source Hadoop with more flexibility and control.

Flexible Deployment

Run on-prem, in the cloud, in hybrid environments, or on Kubernetes.

Phased Migration

Modernize with in-place, sidecar, or forklift migration paths.

Vendor Indepedence

Reduce lock-in and take control of your platform direction.

Curated Open Stack

Run a validated, production-ready open stack from storage to data science.

Spark Acceleration

Improve Spark performance with Gluten + Velox support.

Use Cases

From modernizing legacy Hadoop to migrating off Cloudera—see how you can solve your specific challenge.

Explore Use Cases

Products

Platform Overview

Data & AI Observability

Agentic Data Management

Agentic Data Engineering

Data Warehousing

ML & AI Applications

Business Applications

Data Platform Modernization

Platform Overview

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Explore Platform

CAPABILITIES

Architecture

Build and run intelligent data and AI pipelines at scale.

xLake Reasoning

Query data across sources without moving or duplicating it.

Gov & Security

Monitor usage and optimize compute costs across environments.

Compute Cost Control

Automate workflows with scheduling, dependencies, and retries.

Unified Data Catalog

Discover and manage data assets through a central catalog.

OS Foundry

Track and troubleshoot jobs with real-time visibility.

Integrate All your needs and tools under one roof!

Data & AI Observability

Monitor, detect, and resolve data issues with end-to-end observability across pipelines.

Explore ADOC

Data Observability

Data Quality Policies

Set rules once and enforce them automatically across every data asset.

Data Reconciliation

Catch and fix data mismatches across data systems upstream/ downstream.

Anomaly Detection

Surface statistical outliers in production pipelines before they become incidents.

Data Profiling

Understand data freshness, completeness, and distribution without writing queries.

Alerts & Notifications

Get instant alerts with enough context to act, not just react.

Data Lineage

Trace end to end data flow across the entire pipeline.

Use Cases

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AI Observability

Runtime Observability

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LLM & Model Performance

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Guardrails and Runtime Safety

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Use Cases

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Hadoop Observability

End to End visibilty

See clusters, jobs, queues, users, and cost in one place.

Faster RCA

Find issues faster across infrastructure, services, and jobs.

AI Powered Optimization

Reduce waste and improve performance on existing infrastructure.

Yarn Optimization

Reclaim capacity, boost throughput, and reduce queue pressure.

Guided Automation

Turn repeat issues into guided, repeatable actions.

Cost Visibility

Connect LLMs to distributed enterprise data with governed, unified control.

Use Cases

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Agentic Data Management

Monitor, detect, and resolve data issues with end-to-end observability across pipelines.

Explore ADM

CAPABILITIES

Agentic Workflows

Design and run autonomous HITL workflows orchestrated by multi-agent AI systems.

Visualization

Gain insights through intuitive visualizations of data and agent activity.

MCP-DC

Connect LLMs to distributed enterprise data with governed, unified control.

Team Collaboration

Enable data and AI teams to act on shared context without switching tools.

Agent Validation

Ensure agent accuracy and reliability with built-in validation.

Agents

Data Quality

Continuously monitor and improve data accuracy and reliability.

Data Pipeline

Automate pipeline creation, monitoring, and optimization workflows.

Data Catalog

Organize and discover data assets with intelligent cataloging.

Data Reconciliation

Detect and resolve data inconsistencies across systems.

Incident Management Agent

Identify, alert, and resolve data incidents in real time.

Use Cases

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Explore Use Cases

Agentic Data Engineering

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Explore ADE

CAPABILITIES

AI Pipelines

Design and run autonomous HITL workflows orchestrated by multi-agent AI systems.

Federated Queries

Gain insights through intuitive visualizations of data and agent activity.

Pipeline Orchestration

Connect LLMs to distributed enterprise data with governed, unified control.

Running Jobs

Enable data and AI teams to act on shared context without switching tools.

Use Cases

Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse sollicitudin mi nibh, et sodales

Explore Use Cases

Data Warehousing

AI-powered observability and optimization for Hadoop and big data environments.

Explore Data Warehousing

CAPABILITIES

Engines

See clusters, jobs, queues, users, and cost in one place.

Scale

Find issues faster across infrastructure, services, and jobs.

Integrations

Reduce waste and improve performance on existing infrastructure.

Data Storage

Reclaim capacity, boost throughput, and reduce queue pressure.

Operations

Turn repeat issues into guided, repeatable actions.

Benchmarks

Track utilization, waste, and cost drivers more clearly.

Use Cases

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Explore Use Cases

ML & AI Applications

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Explore ML & AI Applications

CAPABILITIES

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See clusters, jobs, queues, users, and cost in one place.

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Find issues faster across infrastructure, services, and jobs.

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Reduce waste and improve performance on existing infrastructure.

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Reclaim capacity, boost throughput, and reduce queue pressure.

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Turn repeat issues into guided, repeatable actions.

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Track utilization, waste, and cost drivers more clearly.

Use Cases

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Explore Use Cases

Data & AI Observability

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Explore Business Applications

CAPABILITIES

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See clusters, jobs, queues, users, and cost in one place.

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Find issues faster across infrastructure, services, and jobs.

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Reduce waste and improve performance on existing infrastructure.

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Reclaim capacity, boost throughput, and reduce queue pressure.

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Turn repeat issues into guided, repeatable actions.

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Track utilization, waste, and cost drivers more clearly.

Use Cases

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Explore Use Cases

CAPABILITIES

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See clusters, jobs, queues, users, and cost in one place.

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Find issues faster across infrastructure, services, and jobs.

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Reduce waste and improve performance on existing infrastructure.

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Reclaim capacity, boost throughput, and reduce queue pressure.

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Turn repeat issues into guided, repeatable actions.

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Track utilization, waste, and cost drivers more clearly.

Open Data Platform

An open-source data platform for Hadoop modernization, flexibility, and long-term control.

Explore ODP

CAPABILITIES

Open Source Foundation

Build on open-source Hadoop with more flexibility and control.

Flexible Deployment

Run on-prem, in the cloud, in hybrid environments, or on Kubernetes.

Phased Migration

Modernize with in-place, sidecar, or forklift migration paths.

Vendor Indepedence

Reduce lock-in and take control of your platform direction.

Curated Open Stack

Run a validated, production-ready open stack from storage to data science.

Spark Acceleration

Improve Spark performance with Gluten + Velox support.

Use Cases

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Explore Use Cases

See ADM in Action

Experience how ADM automates data workflows and improves operational efficiency.

Take Product Tour

Acceldata Data Observability Cloud

From Blind Spots to Full Stack Visibility

Monitor every pipeline, enforce data quality at scale, and catch data issues before they reach production.

See ADOC in Action

Explore Use Cases

TRUSTED BY ENTERPRISE DATA TEAMS WORLDWIDE

Use Cases

What your data team can do now

Six use cases by enterprise teams running ADM in production today.

End-to-End Data Pipeline Observability

Data Quality Monitoring at Scale

Data Freshness and SLA Reliability

Cloud Migration
Data Reliability

Data Cost and Compute Optimization

AI and ML Data Pipeline Observability

End-to-End Data Pipeline Observability

Monitoring 1,000+ pipelines across hybrid and multi-cloud environments — Databricks, SnapLogic, on-prem — is fragmented by design. Failures go undetected until a downstream dashboard breaks. ADOC stitches cross-pipeline health into a single view with execution status, schema drift, dependency mapping, and business-process-level observability.

MTTR drops from hours to minutes. 40–60% faster root cause resolution across platforms.

Data Quality Monitoring at Scale

Applying 25 DQ policies across 500–600 pipelines — one asset at a time — creates unsustainable manual overhead. ADOC enables bulk policy deployment across entire domains via UI or upload template, with rule-level execution detail, SLA tracking, and continuous trust scoring — no scripting, no IT dependency.

Policy setup 5× faster. 15–25% increase in governed data product adoption. 20–40% fewer data quality escalations.

Data Freshness and SLA Reliability

SLA breaches reach your users before your team knows they exist. ADOC alerts at configurable thresholds — before the breach — routing to PagerDuty or ServiceNow with lineage, score, and severity attached. One grouped incident per asset. No alert storms.

20–35% fewer SLA breaches. 30–50% faster MTTR. On-call gets root cause, not just a ping.

Cloud Migration Data Reliability

Migrations from Hadoop, Teradata, or Oracle to Snowflake and Databricks are blind lifts — schema mismatches, row-count drops, and KPI drift go undetected until they hit production reporting. ADOC helps certify data at source, reconciles at destination, and validates transformation integrity end-to-end, with audit-ready discrepancy reports at every stage.

50–70% faster reconciliation cycles. 20–40% reduction in mismatch-related revenue leakage post-migration.

Data Cost and Compute Optimization

Snowflake credits and Databricks DBUs spiral without workload-level visibility — inefficient joins, over-provisioned warehouses, and runaway queries drain budgets silently. ADOC tracks cost lineage at warehouse, query, user, and role level — with AI circuit breakers that stop cost spikes before they hit the bill.

10–25% reduction in cloud data spend. 2–3× query performance improvement.

AI and ML Data Pipeline Observability

AI models degrade silently when upstream pipeline changes shift inputs — stale features, missing records, schema drift — with no alerting until model performance drops. ADOC monitors freshness, completeness, and schema stability of all model inputs and gates pipelines on DQ thresholds before data reaches training or inference.

30–50% faster resolution of model data issues. Model validation cycles shortened by 30%.