DATABRICKS SERVICES

Know what is holding your Databricks platform back

Get a clear assessment of your Databricks environment — from architecture and performance to governance, security and cost.

 

Dateonic audits Databricks environments and turns technical findings into concrete actions your team can implement.

An independent view of your Databricks platform

Architecture expertise

We assess whether your current architecture is built for the workloads you actually run — and where it may create problems as you scale.

Cost & performance focus

Identify inefficient workloads, compute patterns and data architecture decisions that drive unnecessary cost or slow down your platform.

Actionable recommendations

You don't get another 100-page assessment. We prioritize findings by impact, effort and urgency so your team knows what to fix first.

Databricks Audit

Find the gaps before they become expensive

Databricks environments tend to evolve quickly. Workloads are added, teams create new pipelines, permissions change and infrastructure grows — often without a full review of how everything fits together.

 

We assess your current environment across architecture, compute, data engineering, governance, security and operational practices, then turn the findings into a practical improvement roadmap.

What we deliver

What We Audit

Platform & workload architecture

Review workspace structure, workload patterns, compute configuration, storage architecture and overall platform design.

Jobs, queries & pipelines

Identify inefficient workloads, bottlenecks, unnecessary compute and opportunities to improve reliability and execution performance.

Unity Catalog, access & security

Review catalogs, schemas, permissions, ownership, lineage and governance practices against the way your organization actually uses the platform.

Compute & platform spend

Analyze consumption patterns and identify opportunities across clusters, SQL workloads, jobs, storage and other major cost drivers.

How we work

From Databricks environment to prioritized roadmap

01 · DISCOVER

Understand the environment

Review your workspaces, workloads, data architecture, users, teams and operating model.

02 · ANALYZE

Find the technical gaps

Analyze architecture, compute, jobs, pipelines, governance, security and cost patterns.

03 · BENCHMARK

Compare against best practices

Assess the environment against Databricks architecture and engineering patterns relevant to your workloads.

 

04 · ROADMAP

Define what to do next

Create a prioritized action plan with recommendations, expected impact and implementation considerations.

Selected Work

Case Studies

CASE STUDY

Near real-time inventory visibility and a unified data foundation for analytics and AI.

Dateonic unified POS, e-commerce, ERP and warehouse data on Databricks, enabling real-time inventory insights, consistent reporting and a scalable foundation for forecasting and AI.

CASE STUDY

Customer Intelligence for Premium Retail

A unified customer view with actionable insights for more personalized engagement.

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Lukasz Wybieralski

CTO and Data Architect

Technical Leadership

Make your Databricks investment work harder

Your Databricks environment should become more valuable as it grows — not harder and more expensive to operate.

 

Dateonic helps you understand where the platform is working well, where it is creating friction and what to improve next.

 

FAQ

Databricks Audit questions, answered

QUESTION 01

What can you learn from a Databricks audit?

We look at the platform as a whole — architecture, workloads, compute, pipelines, governance, security, performance and cost. The exact scope depends on your environment and the problems you want to investigate.

QUESTION 02

Do you need access to our entire Databricks environment?

Not necessarily. We define the minimum access and information required during discovery based on the audit scope. The objective is to get enough evidence to make useful recommendations without unnecessarily expanding access.

QUESTION 03

Can you audit an environment built by another consultancy?

Yes. An independent review can be particularly useful when the platform has grown across multiple teams or vendors and you need an objective view of its current state.

QUESTION 04

Will the audit tell us how much we can save?

Where the available usage and cost data supports it, we identify concrete cost drivers and optimization opportunities. We avoid promising a generic percentage because the savings potential depends heavily on the workload mix and current architecture.