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Acceldata Launches Autonomous Data & AI Platform for Agentic AI Era. Learn More →
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
Data & AI Observability
Monitor, detect, and resolve data and AI issues with end-to-end observability across pipelines.
Explore
Agentic Data Engineering
Build, orchestrate, and run data pipelines with intelligent agents that automate the entire engineering workflow.
Explore ADE
Data Warehousing
Query your lakehouse in-place with Velox-accelerated performance. 10x faster than traditional warehouses.
Explore Data Warehousing
CAPABILITIES
Agentic Runtime
Distributed training, high-throughput inference, and GPU notebooks—everything you need for production AI.
Explore
CAPABILITIES
Agentic Data Management
Build, deploy, and manage intelligent agents to automate and optimize data operations.
Explore ADM
Open Data Platform
An open-source data platform for Hadoop modernization, flexibility, and long-term control.
Explore ODP
Industries
Browse solutions to help you solve the complex business challenges unique to your industry.
Explore Case Studies
Resources
Browse materials to help you access the tools, guides, and insights essential to your workflows.
Company
Learn about our mission, leadership, and vision driving modern data operations forward.
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
Back
Resources
Browse materials to help you access the tools, guides, and insights essential to your workflows.
Back
Company
Learn about our mission, leadership, and vision driving modern data operations forward.
Back
Platform Overview
Everything you need to build, govern, and scale data and AI workloads—one unified platform.
xLake Architecture
Back
Data & AI Observability
Monitor, detect, and resolve data and AI issues with end-to-end observability across pipelines.
Explore
Back
Agentic Data Management
Build, deploy, and manage intelligent agents to automate and optimize data operations.
Explore ADM
Back
Agentic Data Engineering
Build, orchestrate, and run data pipelines with intelligent agents that automate the entire engineering workflow.
Explore ADE
Back
Data Warehousing
Query your lakehouse in-place with Velox-accelerated performance. 10x faster than traditional warehouses.
Explore Data Warehousing
CAPABILITIES
Back
Agentic Runtime
Distributed training, high-throughput inference, and GPU notebooks—everything you need for production AI.
Explore
CAPABILITIES
Back
Open Data Platform
An open-source data platform for Hadoop modernization, flexibility, and long-term control.
Explore ODP
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
Data & AI Observability
Monitor, detect, and resolve data issues with end-to-end observability across pipelines.
Explore ADOC
Agentic Data Management
Monitor, detect, and resolve data issues with end-to-end observability across pipelines.
Explore ADM
Agentic Data Engineering
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Explore ADE
Data Warehousing
AI-powered observability and optimization for Hadoop and big data environments.
Explore Data Warehousing
ML & AI Applications
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Explore ML & AI Applications
Data & AI Observability
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Explore Business Applications
Open Data Platform
An open-source data platform for Hadoop modernization, flexibility, and long-term control.
Explore ODP
Hadoop Observability Use Cases
Connected visibility, AI-powered optimization, and guided action across your Hadoop environment — so teams resolve issues faster, cut waste, and replace firefighting with control.
Trusted by the World’s Leading Enterprises
Hadoop Observability at a Glance
100%
Faster MTTR
Explore Hadoop Observability
30%
Lower Infrastructure Cost
Cut waste and improve cost efficiency.
35%
Higher Utilization
Get more from the infrastructure you already run.
How Hadoop Observability Helps You
Every Hadoop team faces different pressures — slow root cause, rising cost, lean expertise, looming migration. Hadoop Observability brings clusters, jobs, queues, users, and cost into one connected view, with AI-powered optimization and guided action so your team focuses on outcomes, not firefighting.
Stop chasing issues across disconnected tools and dashboards
Current Challenge
Root cause hides across clusters, services, and jobs
Teams firefight more than they improve
Alerts pile up without operational clarity
Recurring incidents never get a real fix
With Observability
See clusters, jobs, queues, users, and cost in one view
Trace issues across infrastructure, services, and workloads
Turn repeat issues into guided, repeatable actions
Resolve incidents up to 90% faster (MTTR)
Get more from the infrastructure you already run.
Current Challenge
Overprovisioning hides inside “fully used” clusters
Idle capacity quietly inflates infrastructure spend
Queues feel tight even when resources sit free
Scaling decisions are guesses without usage data
With Observability
Track utilization, waste, and resource behavior clearly
Reclaim YARN capacity and reduce queue pressure
Right-size workloads with AI-driven recommendations
Lift utilization by ~35% on existing infrastructure
See performance issues before users feel them.
Current Challenge
Jobs slow down with no clear cause
Bottlenecks hide across services and workloads
Performance issues surface only after users feel them
Troubleshooting jumps across too many tools
With Observability
Track cluster health, job behavior, and workloads in one view
Spot bottlenecks and contention before they escalate
Connect infrastructure, services, and application signals
Move from reactive firefighting to proactive performance
Cut Hadoop spend by finding waste and right-sizing usage.
Current Challenge
Infrastructure costs keep growing without clear answers
Waste hides across overprovisioned clusters and queues
Teams lack visibility into what’s driving spend
More hardware feels easier than finding efficiency
With Observability
Track utilization, waste, and cost drivers clearly
Surface overprovisioning, idle resources, and inefficient usage
Attribute spend to teams, workloads, and clusters
Cut infrastructure cost by ~30%
Help smaller teams run complex Hadoop with confidence.
Current Challenge
Hadoop expertise is scarce and hard to scale
Manual operations drain team capacity
Day-to-day complexity slows everything down
Knowledge gaps create operational risk
With Observability
Bring clusters, jobs, queues, users, and cost into one view
Turn repeat issues into guided, repeatable actions
Let teams act without deep platform expertise
Reduce manual effort across monitoring, RCA, and tuning
De-risk cloud and hybrid moves with workload and cost data.
Current Challenge
Migration starts without a clear view of what’s running
Cost projections rely on guesses, not actuals
Workload dependencies create hidden migration risk
Lift-and-shift moves miss optimization opportunities
With Observability
See workloads, dependencies, and usage across the environment
Map cost drivers and capacity trends before migration
Identify what to move, keep, retire, or optimize
Plan phased migration with confidence and fewer surprises
Why Hadoop Observability
Built for Hadoop Operations
Purpose-built for Hadoop and big data environments.
Distribution Agnostic
Works across major Hadoop distributions and hybrid environments.
Action-Oriented by Design
Moves beyond monitoring with optimization and guided action.
See Pulse in Action
See how Pulse helps reduce firefighting, lower cost, and improve Hadoop operations.
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