What Acceldata does

Acceldata is a Campbell, California-based enterprise data infrastructure company founded in 2018 by Rohit Choudhary. It operates an Agentic Data Management Platform built on its xLake architecture, a split-plane design where the control plane is managed by Acceldata and the data plane resides inside the customer's VPC. This enables unified data observability, governance, and engineering across cloud, on-premises, hybrid, sovereign, and edge environments, with the tunnel-client model supporting data sovereignty required by regulated industries. The product portfolio spans the xLake core platform plus modular components: xObserve for data, AI, and Hadoop observability; the xLake Reasoning Engine for autonomous issue resolution with business-level severity scoring; xGovern for unified catalog and policy enforcement across engines; and xRoute for workflow automation. Standalone offerings include Agentic Data Management (ADM), Agentic Data Engineering (ADE), Agentic Runtime, Data Warehousing, Pulse for Hadoop observability, and the Open Data Platform for Hadoop modernization. More than ten specialized AI agents coordinate detection, diagnosis, and remediation, with the MCP-DC connecting external LLMs to distributed enterprise data and native instrumentation covering LangChain, OpenAI, Anthropic, and related AI frameworks.

Acceldata serves Fortune 500 and Global 2000 customers concentrated in regulated verticals, with disclosed penetration including 6 of the top 12 banks, 4 of the top 10 life sciences firms, 3 of the top 5 telcos, and 3 of the top 5 CPGs. Named customers include PhonePe, PubMatic, Dun & Bradstreet, T-Mobile, Oracle, True Corporation, HCSC, and Nestle. The business model is quote-based enterprise SaaS with annual contract values ranging from $150,000 to over $1,000,000, complemented by a 30-day self-serve trial for the Data Observability product targeting small and mid-sized businesses. Distribution combines a direct enterprise field-sales motion with channel partnerships, including ServiceNow (Workflow Data Fabric, announced May 2026) and Wipro. The company is privately held and venture-backed, with approximately $105.6M in total disclosed funding across five rounds; notable investors include Insight Partners, March Capital (Series C lead, Feb 2023), Prosperity7 Ventures ($10M extension, Oct 2023), and Wipro. ISO 27001 and SOC 2 certifications underpin the regulated-industry sales motion, and the platform processes more than 1T daily interactions across deployed customers.

Name

Acceldata

Legal name

Acceldata

Website

https://acceldata.io

Company type

Private

Founded year

2018

Operating status

Operating

Headcount range

251–500 employees

Short description

Acceldata is an enterprise data infrastructure company that provides an Agentic Data Management Platform for data observability, governance, and engineering across hybrid environments. The platform serves Fortune 500 and Global 2000 customers in regulated industries such as banking, life sciences, telco, and CPG via direct enterprise sales and channel partners.

Ownership category

akta.pro rank

Product category

Data Observability and Agentic Data Management Platform

NAICS

Software Publishers (5132), Software Publishers (513210), Custom Computer Programming Services (541511)

SIC

Services-Prepackaged Software (7372), Services-Computer Programming Services (7371)

akta.pro primary industry

End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management) (HDAEANAA)

akta.pro secondary industries

Enterprise AI Data & Knowledge Platforms (Vector Databases, Knowledge Graphs) (HDAEANAH), AI Integration & Orchestration Platforms (Connectors, Workflow, iPaaS for AI) (HDAEANAI), AI Observability, Monitoring & Evaluation Platforms (Drift, Quality, Safety) (HDAEANAF), Responsible AI, Security & Privacy Platforms (Safety, Guardrails, PII) (HDAEANAG)

Keywords

• Data observability software
• Agentic data management
• Data governance platform
• AI observability tools
• Hadoop modernization

Headquarters

HQ city

Campbell

HQ country

United States

HQ region

North America

Offices4 records

Markets served

GTM type

B2B

Offering type

Software

Cost components

Technology or R&D, Personnel, Marketing or Sales, Infrastructure, Operations

Revenue model

1. Enterprise subscription / license: Recurring SaaS / subscription revenue from enterprise customers buying the xLake Data & AI Platform, Data & AI Observability, ADM, ODP, and Pulse products. 30-Day Free Trial used as top-of-funnel land motion, with land-and-expand into larger contracts. Per Acceldata-published pricing guide, enterprise deployments range $150,000–$1,000,000+ and SMB $5,000–$25,000 annually, indicating tiered enterprise licensing.
2. Expert-led demo and consulting conversion: Free expert-led demos tailored to customer stack serve as the primary enterprise sales conversion path; the demo flow highlights 'no sales pressure' and is positioned as a working session, suggesting professional services / value-engineering attached to platform sales.

Pricing tiers

Go-to-market motion4 records

Distribution channels5 records

Marketing channels9 records

Core offering

Acceldata sells the Autonomous Data & AI Platform (xLake), a hybrid-native, Kubernetes-based data and agentic AI platform that monitors, governs, and optimizes enterprise data systems across cloud, on-premises, edge, hybrid, and sovereign environments. The platform is sold alongside standalone products (Agentic Data Management, Agentic Data Engineering, Agentic Runtime, Data Warehousing, Pulse, Open Data Platform) and modules (xObserve, xLake Reasoning Engine, xGovern, xRoute, OS Foundry) that together provide data quality, pipeline observability, AI/LLM observability, governance, lineage, Hadoop cost optimization, and autonomous remediation powered by 10+ specialized AI agents. Customers include Fortune 500/Global 2000 enterprises in banking, life sciences, telecommunications, and CPG.

Product overview

Acceldata delivers a platform-plus-modules architecture built on its xLake Architecture (marketed as the Autonomous Data & AI Platform), a hybrid-native, federated compute layer for enterprise data and AI workloads. The core platform hosts specialized standalone products including Agentic Data Management (ADM), Agentic Data Engineering (ADE), Agentic Runtime, Data Warehousing, Pulse (Hadoop Observability), and Open Data Platform (ODP). Capability modules delivered alongside the core platform include xObserve (data, AI, and Hadoop observability), xLake Reasoning Engine (xReasoning), xGovern (unified catalog and governance), xRoute (workflow automation), and OS Foundry (open-source foundation). Customers can buy the standalone products individually or adopt the full platform, with over 10 specialized AI agents powering autonomous data operations across hybrid environments.

Differentiator

Problem solved

Functional benefit

Brands

• xLake: The cross-lake architecture and unified data & AI platform that underpins all Acceldata products, providing the xLake Control Plane and xLake Compute.
• ADM (Agentic Data Management)
• ADOC (Acceldata Data Observability Cloud)

Products and services

• Autonomous Data & AI Platform (xLake) A hybrid-native, Kubernetes-based platform that brings governed compute to wherever enterprise data lives, enabling autonomous data analytics and AI agents across cloud, on-premises, hybrid, and sovereign environments. Sold to Fortune 500/Global 2000 enterprises as the unifying platform for all Acceldata products.
• Agentic Data Management (ADM) Build, deploy, and manage intelligent agents to automate and optimize data operations; includes agentic workflows, MCP-DC, agent validation, and specialized agents for data quality, pipeline, catalog, reconciliation, and incident management. For enterprise data teams.
• Agentic Data Engineering (ADE) Build, orchestrate, and run data pipelines with intelligent agents that automate the entire engineering workflow; includes AI pipelines, federated queries, and pipeline orchestration. For data engineering teams.
• Agentic Runtime Distributed training, high-throughput inference, and GPU notebooks providing a trusted execution layer for agents operating on enterprise data, with support for LangGraph, CrewAI, AutoGen, and OpenAI SDK frameworks. For AI/ML engineering and data science teams.
• Data Warehousing Query lakehouse in-place with Velox-accelerated performance, claimed 10x faster than traditional warehouses, via a unified analytical layer that runs across cloud, on-prem, and edge. For analytics and BI teams.
• Pulse (Hadoop Observability) AI-powered observability and optimization for Hadoop and big data environments; end-to-end visibility, faster root cause analysis, AI-powered optimization, YARN optimization, guided automation, and cost visibility. For enterprises running Hadoop.
• Open Data Platform (ODP) Open-source data platform for Hadoop modernization, flexibility, and long-term control; phased migration with in-place, sidecar, or forklift paths and Spark Acceleration via Gluten + Velox. For enterprises modernizing off legacy Hadoop distributions.
• xObserve (Data & AI Observability) Unified observability layer for data quality, AI/ML behavior, and Hadoop infrastructure; combines data observability, AI observability, and Hadoop observability with OpenTelemetry-native ingestion and 30-day free trial. For data engineering, AI/ML, and platform teams.
• xLake Reasoning Engine (xReasoning) Reasoning engine that maps business context across every data asset, scores by impact, and orchestrates agents to resolve issues autonomously before AI models or business operations are impacted. For data and AI leadership.
• xGovern (Unified Data Catalog & Governance) Unified data catalog and governance layer enforcing policies across every engine and environment; asset registration, policy definition, real-time enforcement, automatic lineage capture, and continuous audit logging. For data governance, compliance, and security teams.
• xRoute Workflow automation with scheduling, dependencies, and retries across the xLake platform. For data engineering and operations teams.
• OS Foundry Foundational open-source layer for the xLake platform, built with proven and stable Apache-licensed components. For platform and infrastructure teams.

Named customers12 records

Segments12 records

Ideal customer profiles2 records

Technology focussed Yes

API detail

Has API

Yes

API docs

API detail

Core technology

AI maturity

App detail

Integration23 records

AI capability12 records

Feature7 records

Partnerships

Nine partnerships are on record, tiered core and minor.

• ServiceNowcoreStrategic or Co-development Partner · 6 May 2026In May 2026 Acceldata announced a partnership with ServiceNow as part of its Workflow Data Fabric ecosystem, integrating Acceldata's data quality and reliability monitoring with ServiceNow's Data Catalog. The integration synchronizes quality scores to cataloged data assets, allows AI agents on ServiceNow to consume data meeting quality thresholds, and feeds incident context back into ServiceNow for triage. The companies plan to deepen collaboration and showcase the partnership at Knowledge 2026.
• PepperminorGTM or Marketing Partner · 23 February 2026Pepper (an AI-native organic growth platform) partnered with Acceldata to deliver 6X organic traffic growth over 12 months through a structured SEO and AI search strategy, with results including 300+ top-3 keywords, 100,000+ new organic users, and a 47% engagement rate.
• BewglecoreStrategic or Co-development Partner · 20 September 2023Acceldata acquired AI platform Bewgle (a Bengaluru-based AI/NLP company founded by former Google employees) on September 20, 2023, to enhance its enterprise data observability capabilities with AI and large language models. Bewgle's founders now lead the AI team at Acceldata, expanding the company's offerings in AI and LLM pipelines.
• SnowflakecoreTechnology or IntegrationAcceldata has explicit 'By Data Platform' content for Snowflake and lists it as a technology/integration partner. The Series C announcement specifically called out strengthening partnerships with Snowflake, Databricks, and Wipro.
• DatabrickscoreTechnology or IntegrationAcceldata lists Databricks as a 'By Data Platform' integration partner; the Series C announcement highlighted strengthening partnerships with Snowflake, Databricks, and Wipro to expand integrations with cloud providers and analytics firms.
• WiprocoreChannel Partner/ Reseller/ DistributorAcceldata named Wipro as a strategic partnership / GTM partner in its Series C announcement (February 2023). Wipro supports Acceldata's Global 2000 expansion and joint go-to-market initiatives.
• OpenTelemetry / OTLPcoreTechnology or IntegrationAcceldata ingests traces over OpenTelemetry and OTLP, supporting framework integrations out of the box for LangChain, LangGraph, LlamaIndex, OpenAI, Anthropic, CrewAI, AutoGen, and Google ADK.
• Apache (Spark, Trino, Iceberg, Ranger, Kafka, NiFi, Airflow)coreTechnology or IntegrationxLake platform is built on Apache-licensed open source throughout, including Apache Spark (execution), Trino (federated SQL), Apache Iceberg (catalog), Apache Ranger (governance), Apache Kafka (streaming), Apache NiFi (dataflow), and Airflow (orchestration). Velox/Gluten power Spark acceleration.
• AWS, Azure, GCP, VMware, OpenStackcoreTechnology or IntegrationAcceldata's data plane deploys on EKS/AKS/GKE on AWS, Azure, and GCP, as well as private cloud (VMware, OpenStack), sovereign cloud, edge, and on-premises Kubernetes. Kubernetes-native execution with no vendor lock-in.

Scale indicators9 records

Recent moves7 records

Expansion highlights6 records

Direct peers

• Monte Carlo Data: Monte Carlo is a leading data observability platform directly competing with Acceldata's xObserve product. Both target enterprise data teams with data quality, lineage, anomaly detection, and pipeline monitoring. Acceldata explicitly lists Monte Carlo as a comparison on its website.
• Bigeye: Bigeye is a direct data observability competitor offering data quality monitoring, anomaly detection, and metrics for enterprise data warehouses. Acceldata explicitly lists Bigeye as a comparison, and both are commonly cited together in 2025 analyst rankings (CRN Big Data 100, ISG Buyers Guide).
• Collibra: Collibra is a leading data catalog and governance platform directly comparable to Acceldata's xGovern module. Acceldata lists Collibra in its 'Compare Acceldata' section as an integration/comparison partner; both sell to CDOs and data executives at Fortune 500/Global 2000 enterprises.
• Ataccama: Ataccama is a data quality, master data management, and governance platform that overlaps with Acceldata's ADM and xGovern offerings. Ataccama was co-announced alongside Acceldata as a ServiceNow AI data partner in 2026, indicating direct competition in the ServiceNow-integrated AI data ecosystem.
• Alation: Alation is a data catalog and governance platform directly comparable to Acceldata's xGovern module. Both sell to CDOs and data stewards at Fortune 500 enterprises, with overlapping value propositions around data discovery, lineage, and policy enforcement.

Broad incumbents

• Databricks: Databricks is a broad incumbent data + AI platform whose Unity Catalog, Lakehouse Monitoring, and Databricks IQ features increasingly compete with Acceldata's data observability and governance modules. Acceldata both partners with and competes against Databricks across data quality and pipeline monitoring.
• Snowflake: Snowflake is a broad data cloud incumbent adding native observability, governance (Horizon Catalog), and AI features that overlap with Acceldata. Acceldata positions as a 'By Data Platform' integration partner with Snowflake while also competing for the observability and quality layer on top of Snowflake workloads.
• Cloudera: Cloudera is a broad Hadoop/data platform incumbent against which Acceldata positions its Open Data Platform and Hadoop modernization play ('Modernize off Cloudera'). Acceldata publishes a comparison page and migration use case targeting Cloudera customers moving off Hadoop.
• Informatica: Informatica is an established data integration, quality, and governance suite selling to the same Fortune 500/Global 2000 data executive buyers as Acceldata. Its CLAIRE AI features and IDMC platform compete with Acceldata's ADM and governance modules, particularly in regulated industries.

Emerging players

• Dataiku: Dataiku is an AI/ML platform that increasingly overlaps with Acceldata's Agentic Runtime and AI observability capabilities. While Dataiku's primary focus is ML development, its governance, monitoring, and pipeline features compete for the same enterprise AI budget Acceldata targets.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights7 records

Customer concentration

• Xx.com/acceldataio
• LinkedInlinkedin.com/company/acceldata

Compliance2 records

Revenue estimate

Valuation estimate

Number of profiles

Profiles9 records

Subsidiaries1 record

Funding overview

Funding rounds5 records

Investors8 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A1 record

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Acceldata