Acceldata Launches Autonomous Data & AI Platform for Agentic AI Era. Learn More →

Explore the future of AI-Native Data Management at Autonomous 26 | May 19 --> Save your spot

xObserve

One observability layer for every pipeline, model, and cluster.

Data quality. Pipeline health. LLM behavior. Hadoop cost — on one platform, one control plane, one operational model.

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Runtime Observability for your Data & AI

Data Observability

Quality, lineage, freshness, reconciliation, and anomaly detection across every pipeline and source. Set policies once and enforce them automatically across every data asset.

Data Quality Policies

Data Reconciliation

Anomaly Detection

Data Profiling

Alerts & Notifications

Data Lineage

AI Observability

Tracing, prompt management, evaluation, and guardrails for LLM and agent applications in production. Quality regressions are debuggable the same way infrastructure regressions are.

Agent & LLM Tracing

Prompt & Evaluation Management

AI Guardrails & Governance

Prod Monitoring & Dataset Flywheel

Hadoop Observability

End-to-end visibility, faster RCA, YARN optimization, guided automation, and cost visibility for Hadoop estates. Reclaim capacity, boost throughput, reduce queue pressure.

End-to-End Visibility

Faster RCA

AI Powered Optimization

YARN Optimization

Guided Automation

Cost Visibility

Why one platform matters

Signals connect

Trace a hallucination back to the bad data that caused it. Reconcile a Spark SLA breach to the YARN queue starving it. One lineage across data, AI, and infra.

Policies travel

Govern once. Enforce across data pipelines, AI applications, and Hadoop workloads — on-prem, cloud, hybrid.

Operations consolidate

One alerting workflow, one incident model, one integration with ServiceNow. Responders stop tool-hopping.

Intelligence compounds

xReasoning correlates signals across every surface, recommends fixes, and acts on them. Most observability ends at the alert. xObserve doesn't.

Built on open standards.

OpenTelemetry and OTLP

Acceldata ingests traces over OpenTelemetry and OTLP — the same telemetry pipeline you already use. No proprietary format. No vendor lock-in.

Framework integrations out of the box

Native instrumentation for LangChain, LangGraph, LlamaIndex, OpenAI, Anthropic, CrewAI, AutoGen, and ADK. SDK-based instrumentation for custom and in-house frameworks.

Cross-platform ingestion

OTLP ingestion across cloud, on-prem, and hybrid environments — no per-platform rewrites.

Built on open standards

No vendor lock-in. No proprietary formats. Governance evidence that moves with your infrastructure.

LangChain

LangGraph

LlamaIndex

OpenAI

Anthropic

CrewAI

AutoGen

Google ADK

Why Acceldata?

Trace fidelity built for agentic complexity

Acceldata captures the parent-child structure of agentic execution — orchestrators, sub-agents, tool calls, retrieval steps — without flattening it into a single span.