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Databricks · Data / AI

Databricks Certified Data Engineer Associate

Building data pipelines on Databricks, from ingestion and transformation to reliable tables and scheduled jobs.

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Understand the subject

Building data pipelines on Databricks, from ingestion and transformation to reliable tables and scheduled jobs.

Apply it to the work

Useful when a data team needs a repeatable path from raw data to a dataset that analysts can trust.

Build practical evidence

Be comfortable with SQL and basic Python. Build a pipeline with bad input and a failed run so you learn recovery as well as the happy path.

What you will learn to do

Understand the subject

Building data pipelines on Databricks, from ingestion and transformation to reliable tables and scheduled jobs.

Apply it to the work

Useful when a data team needs a repeatable path from raw data to a dataset that analysts can trust.

Build practical evidence

Be comfortable with SQL and basic Python. Build a pipeline with bad input and a failed run so you learn recovery as well as the happy path.

Certification essentials

Requirements, costs and keeping it current.

Check the vendor record and ongoing commitment alongside the career guidance.

Pricing view
Market

Vendor record

Live

The vendor lists this credential in its current programme. Check the linked exam guide for eligibility, format and fees before booking.

Source: Databricks · Read 22 September 2026

Sourced fields only; this does not mean every exam detail has been verified. Pricing and renewal policies have their own sources and check dates. Confirm the currency, tax and final booking total with the vendor.

Role-fit guidance is TechWaymark editorial interpretation. It is separate from the recorded vendor facts and does not measure hiring outcomes.

Costs and renewal

Exam cost
US$200
Exam format
Exam format not yet verified — check the vendor's exam page
Keeping it current

Recertify every 2 years by passing the current Data Engineer Associate exam. Exam fees apply.

Renewal sources & exceptions

Renewal policy checked 2026-09-28. Check the linked provider policy for current fees and eligibility.

One Data Engineer Associate exam registration. Training and subsequent recertification attempts are separate. Vendor price checked 2026-09-24. Check the vendor record before booking.

Current vendor pricing source ↗
Preparation and practical skills

Recommended prior knowledge

  • Check vendor eligibility separately from recommended experience

Common misconceptions

  • Databricks Certified Data Engineer Associate may meet a named requirement; it does not guarantee shortlisting or replace documented work.

What this cert does NOT guarantee

  • A job offer or salary increase without relevant evidence
  • You need SQL and data-modelling practice before platform study
Alternatives and related certifications

Where this fits

  • None required
This cert
Databricks Certified Data Engineer Associate
  • Top of this lane

Alternative routes

No single right path. These adjacent options reach similar roles.

  • Apply the learning before choosing another credential
    Common follow-on or adjacent credential, see the graph for full lineage.

Adjacent & overlapping

  • Apply the learning before choosing another credential
Career outcomes and limitations

Realistic first roles

Your target role uses Databricks data pipelines

How people actually get here

    Real-world career variations

    Timeline expectations

    1. Months 0–2Foundation reading, concepts, vocabulary.
    2. Months 2–4Hands-on labs, documented home projects.
    3. Months 4–6Practice exams, weak-area drills, exam.
    4. Post-examUse target vacancies to guide applications and projects. There is no guaranteed time to a first role.

    Study resources

    Study options

    Choose the right mix for your goals and experience. Links below go to official and third-party resources.

    Guided study

    Structured resources from established providers can help build knowledge and skills.

    Compare study options →

    Third-party providers. Commercial terms, pricing and availability apply.

    Practice environments

    Explore suitable environments for practical work. Check the tools, features and access you need.

    Compare practice resources →

    External resources. Check current costs and access requirements.

    Resources are selected for relevance. Compare access, syllabus coverage and total cost; a listing does not imply a commercial partnership.

    Compare the resources for Databricks Certified Data Engineer Associate
    Exam guideProvider source

    Databricks Certified Data Engineer Associate

    Syllabus and preparation links

    Check the resource provider for current local pricing
    View resource

    Check the current syllabus, access terms and total cost before choosing. Resource inclusion does not guarantee exam success.

    Optional home projects

    Build something you can explain.

    Ideas to explore after choosing a certification, using your own tools and keeping evidence of your work.

    Example project evidence
    Project evidence map (example)
    Pipeline code and synthetic input batchesScope and inputs
    Rerun and data-quality verification resultsDecisions and reasoning
    Evidence record (example)
    EvidenceWhat to capture
    Pipeline code and synthetic input batchesShow the inputs, scope and decisions behind this record. Reprocessing does not duplicate the intended business records.
    Rerun and data-quality verification resultsInclude the evidence supporting your conclusion. Invalid and late data have explicit treatment and visible counts.

    Build a rerunnable pipeline for late-arriving records

    A small events dataset arrives in batches containing duplicates and late records. The downstream table must remain trustworthy when a batch is rerun.

    Vendor environment Your own tools Evidence guidance
    View project guide
    Track this certification

    Editorial route and career guidance. No separate external evidence review is recorded for this assessment.

    Editorial evidence review: pending · UK market. Vendor facts and prices elsewhere on this page have their own sources and check dates.