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

xLake Architecture

Hybrid Native. Petabyte Scale.
Unified Control Plane.

Decoupled Compute from Storage, Runs Anywhere, Continuous Reasoning. Open Source Foundry, No Lock-in.

Book a Live Demo

See Architecture

TRUSTED BY ENTERPRISE DATA TEAMS WORLDWIDE

Built for the infrastructure you already run.
No migration required.

Kubernetes-Native Execution

Deploy on EKS, AKS, GKE, or on-premises Kubernetes without modification. Portability and conformance across every environment you run today.

Decoupled Compute and Storage

Each scales independently. Spark, Trino, Jupyter, and Airflow each get their own workload cluster — none share resources or contend with each other.

Decoupled, Open Architecture

Compute, storage, governance, and intelligence each evolve independently. Built on Apache-licensed open source throughout. No proprietary runtime. No locked-in formats. Your architecture stays yours.

Open Data Formats

ODP-compatible orchestration, open DAG authoring, and S3-compatible storage. Parquet, ORC, Delta, Iceberg — no proprietary formats. No lock-in. Your data stays portable at every execution layer.

Tunnel Client Security Model

Control plane connects to your data plane via outbound-only tunnel from your environment. Your data never leaves your VPC. Zero vendor access. Compliance posture is unchanged.

Single Control Plane

One interface. Scheduling, orchestration, scaling, observability, and AI-assisted authoring across all environments — on-prem, AWS, Azure, and GCP simultaneously.

Split-plane Architecture. Your data never moves.

What managed platforms hide — and what your engineers are burning hours trying to reconstruct manually.

Data Plane

Your Environment

Your VPC. Your Perimeter. Always.

Kubernetes: EKS, AKS, GKE, or on-premises

S3-compatible object storage — no HDFS triple replication overhead

Spark runtime executes inside your cluster, against your data

Zero data egress to Acceldata infrastructure

Control plane

Acceldata Managed

Your VPC. Your Perimeter. Always.

Pipeline scheduling and DAG execution

Workload-aware resource allocation and right-sizing

Adaptive scaling across ETL, SQL, ML, and inference

AI-assisted authoring and smart scheduling

xLake Platform

Cross Lake Data Platform

KUBERNETES-NATIVE

xCompute — execution layer

Multi-engine workload execution with per-user governance enforcement

Apache Spark

Trino

Jupyter

Airflow

xStore — catalog layer

Federated metadata and catalog management across storage systems

Apache Iceberg

Gravitino

Hive Metastore

S3 · ODP · HDFS

xCentral — governance layer

Policy enforcement, secrets management, and access control

Apache Ranger

Keycloak

RBAC

Kubernetes data plane — your infrastructure

EKS

AKS

GKE

On-premises K8s

CONTROL PLANE

Managed by Acceldata

DATA PLANE

Runs in your VPC

YOUR DATA

Never leaves your infra

Everything your data platform can do

Every stakeholder gets the answer they need — in their language, in the same thread, right now.

See more capabilities

Run Anywhere, Without Refactoring

Spark, SQL analytics, ML training, and AI inference run natively. 98% of existing Spark applications migrate without modification.

Multi-Environment Orchestration

Schedule and manage pipelines across on-prem, AWS, Azure, and GCP from a single control plane. Open DAG authoring, no workflow lock-in.

Workload-Aware Resource Management

Independently size compute for each workload type — ETL, SQL, ML, inference. Stop paying peak-cluster prices for jobs that don't need it.

AI/LLM-Assisted Pipeline Authoring

Generate orchestration logic from natural language, YAML, or SQL. Built into the authoring workflow.

Adaptive Scheduling and Scaling

Continuous resource optimization in the background — lower compute costs, no manual tuning.

Observability and Monitoring

Full pipeline visibility across environments, built in — not a separate product to integrate.

Migration Tooling

Ships with the platform. Existing Spark applications migrate in hours, not weeks.

Data Residency Controls

All compute runs in your environment. All data stays in your perimeter. Always.

What You Stop Paying For

xLake eliminates the structural cost drivers in traditional data infrastructure

Infrastructure TCO

Storage costs

Compute waste

Migration timelines

Pipeline authoring time

Before xLake

With xLake

Baseline

35–45% reduction
via independent compute and storage scaling

HDFS triple replication

50–65% savings
with object storage durability

Fixed clusters, no workload awareness

15–25% YoY reduction 
via right-sized, workload-specific clusters

Weeks of re-architecture

Hours  
98% of workloads run without refactoring

Manual DAG development

Accelerated with AI/LLM-assisted generation

Built for Enterprise Use Cases

What managed platforms hide — and what your engineers are burning hours trying to reconstruct manually.

Vendor Platform Exit

Run existing Spark workloads without modification. Compress migration timelines from months to hours — no replatforming project required.

Hybrid and Multi-Cloud Unification

One execution layer across on-prem and multiple clouds — not three separate platforms with three separate operational models.

Infrastructure Cost Reduction

35–45% TCO reduction via independent compute-storage scaling and workload-aware resource allocation — without pipeline changes or SLA risk.

Regulated Industry Deployments

Data residency, sovereignty, and compliance requirements met by design. All data and compute stay in your environment.

Data Engineering Productivity

Stop spending engineering hours on cluster management and scheduler upkeep. xLake shifts operational responsibility to the Acceldata control plane.

AI and ML Pipeline Operationalization

Workload-specific compute for production inference — not a one-size cluster shared with ETL jobs.

Explore more Use-cases

Dominate with Data

40%

reduction in pipeline
downtime

30%

faster time-to-model
deployment

25%

lower cluster costs

99.9%

SLA adherence on
migrated workloads

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.

Products

Hybrid Native. Petabyte Scale. Unified Control Plane.

Built for the infrastructure you already run. No migration required.