Applied AI · Practitioner tier
Databricks Certified Generative AI Engineer Associate
Databricks Certified Generative AI Engineer Associate is a practitioner-tier Applied AI credential from Databricks. The exam runs $200 and covers design and build retrieval-augmented generation pipelines on databricks. Most candidates prepare for around 70 hours and pair the credential with a portfolio of platform-aligned work.
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Exam fee
$200
Prep time
70h
Duration
90 min
Level
Practitioner
Where this credential sits
Databricks Certified Generative AI Engineer Associate sits at the practitioner tier. The credential validates production readiness on the relevant cloud platform: data preparation, model training, deployment, monitoring, MLOps, and generative AI integration. Hiring managers reading the resume see a candidate who has worked the platform at production depth, not someone reading about it.
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What this certification covers
- Design and build retrieval-augmented generation pipelines on Databricks
- Build, evaluate, and deploy generative-AI applications using Mosaic AI tooling
- Vector search and embeddings on Databricks
- Model serving, monitoring, and governance for GenAI workloads
- Responsible AI and guardrails on the Databricks platform
- Mosaic AI Model Training, evaluation, and model performance
A question is answered with passages fetched from an index of your own documents, so the answer can rest on them. The stages run left to right.
- Source documents
- Chunk and embed
- Vector index
- Retrieve context
- Generate with a model
- Evaluate and monitor
An illustration of the pattern, not a Databricks figure. The stages are a common way to build this pipeline, and the labels name what each stage does.
1 fee over the one attempt, $200 in all, and that is a floor.
- Exam attempt$200
- Exam retakeThe certification page prints no retake fee.Not published
- Renewal feeThe page says the certification is valid for two years and prints no renewal fee.Not published
Show the numbers as a table
| Fee | Times charged | Amount |
|---|---|---|
| Exam attempt | 1 | $200 |
Source: Databricks certification page. Checked .
Application Development carries the most weight at 30%. 6 domains are weighted.
- Design Applications14%
- Data Preparation14%
- Application Development30%
- Assembling and Deploying Apps22%
- Governance8%
- Evaluation and Monitoring12%
Source: Databricks certification page. Checked . Segment width is the published weight; where the owner prints a range, the width uses its midpoint and the segment carries a hatch.
Who should pursue this
- AI engineers building production GenAI features on the Databricks Lakehouse
- ML engineers extending an existing Databricks ML practice into generative AI
- Data engineers and analytics engineers cross-training into GenAI delivery on Databricks
Prerequisites
- No formal prerequisites
- Databricks recommends six or more months of hands-on experience building GenAI solutions, plus working knowledge of LLM and RAG patterns
Cost breakdown
Exam
$200
Training
Free to $1500
Recertification
Every 2y
Total first-year cost runs from $200 (exam-only with free self-study) up to $1700 with paid instructor-led training. Recertification every 2 years.
Pricing reflects publicly listed vendor pricing as of April 2026. Verify current pricing at the Databricks certification page before registering.
Difficulty assessment
Study hours
70h
Exam format
Online proctored
Passing score
Vendor-published cut score; refer to the official exam guide for the current value
Substantial preparation load at roughly 70 hours of focused study. Most candidates with active cloud and ML engineering background prepare across 8 to 14 weeks. Candidates without prior platform experience should expect closer to 16 weeks. Pass rates are not officially published by Databricks, so plan against the study-hour estimate rather than guessing at exam difficulty from forum threads.
Full exam format: Online proctored, multiple choice. Total seat time: 90 minutes.
Roles this credential supports
Alternatives and adjacent credentials
- NVIDIA-Certified Associate Generative AI LLMs (vendor-equivalent for NVIDIA-centric teams)
- AWS Certified Machine Learning Engineer Associate (vendor-equivalent for AWS-centric teams)
- Azure AI Engineer Associate (vendor-equivalent for Microsoft-centric teams)
Databricks Certified Generative AI Engineer Associate questions and answers
What is the Databricks Certified Generative AI Engineer Associate?
Databricks Certified Generative AI Engineer Associate is a practitioner-tier Applied AI credential from Databricks. The exam runs $200 and covers design and build retrieval-augmented generation pipelines on databricks. Most candidates prepare for around 70 hours.
How much does the Databricks Certified Generative AI Engineer Associate cost?
The exam itself is $200 as of April 2026. Training adds Free to $1500, with free self-study options available for most cloud-platform credentials. Recertification every 2 years. Verify current pricing at the Databricks website before registering.
Who should pursue the Databricks Certified Generative AI Engineer Associate?
AI engineers building production GenAI features on the Databricks Lakehouse. ML engineers extending an existing Databricks ML practice into generative AI The credential is most useful when paired with a real portfolio of work on the platform.
How does the Databricks Certified Generative AI Engineer Associate compare to alternatives?
Practitioners typically choose between Databricks Certified Generative AI Engineer Associate and NVIDIA-Certified Associate Generative AI LLMs (vendor-equivalent for NVIDIA-centric teams) or AWS Certified Machine Learning Engineer Associate (vendor-equivalent for AWS-centric teams). Pick the credential matched to your target employer's primary cloud or governance stack. Studying for one credential builds 60 to 70 percent of the conceptual ground for the others.
Is the Databricks Certified Generative AI Engineer Associate worth it for a job search?
Practitioner-tier credentials carry hiring weight when the resume is otherwise platform-aligned. The Databricks Certified Generative AI Engineer Associate validates that the candidate has worked at production depth on Databricks tooling, not read about it.
Practice this exam
- Databricks Generative AI Engineer AssociateScenario practice for the Databricks Generative AI Engineer Associate exam, one domain at a time, with the primary source cited after every answer.
Methodology
This guide reflects DecipherU's standard certification intelligence workflow grounded in official certifying body documentation, publicly listed exam pricing, and independent practitioner sourcing. All details verified against the Databricks certification page on 2026-05-22.
Certification details are sourced from official certifying body websites. Verify current pricing, exam format, and requirements directly with the certifying organization before making decisions. DecipherU is not affiliated with any certifying body.