Databricks Generative AI Engineer Associate
1 guideDatabricks Data Engineer Associate
9 guidesDatabricks Data Engineer Associate Certification: The Complete 2026 Guide
A complete guide to the Databricks Certified Data Engineer Associate exam: the 2026 format (45 questions, 90 minutes, $200, proctored), the 7 exam sections explained, how to study, and FAQs on difficulty, prep time, and expiry.
Read the guide →Databricks Data Engineer Associate Exam: Cost, Format & How to Register (2026)
The Databricks Data Engineer Associate exam costs $200 USD and is a 45-question, 90-minute online proctored test. Here's the full format and step-by-step registration.
Read the guide →Databricks Data Engineer Associate vs Professional: What's the Difference?
Associate is the entry-level Databricks data engineering cert (45 questions, 90 min); Professional is the advanced one (60 questions, 120 min). Here's how they differ and which to take first.
Read the guide →How Long Does It Take to Prepare for the Databricks Data Engineer Associate Exam?
Most people need 2-4 weeks to prepare for the Databricks Data Engineer Associate exam, 1-2 weeks if you're experienced, 4-6 weeks if Databricks is new to you. Here are concrete week-by-week study plans built from 35 chapters.
Read the guide →Common Mistakes on the Databricks Data Engineer Associate Exam
The avoidable mistakes that cost points on the Databricks Data Engineer Associate exam, from stale terminology to rushed reading, and how to dodge each one.
Read the guide →Is the Databricks Data Engineer Associate Certification Worth It in 2026?
A straight answer on whether the Databricks Data Engineer Associate certification is worth it in 2026: who benefits most, what it costs, and what it does not do.
Read the guide →Medallion Architecture Explained: Bronze, Silver & Gold Layers
The medallion architecture organizes lakehouse data into three layers, Bronze (raw), Silver (cleaned and conformed), and Gold (business-ready aggregates). Here's what each layer does and why it matters.
Read the guide →Lakeflow Declarative Pipelines vs Delta Live Tables: What Changed & Why
Delta Live Tables (DLT) was renamed Lakeflow Declarative Pipelines in 2025. They're the same declarative pipeline engine, here's what actually changed, the new Lakeflow naming, and what it means for the exam.
Read the guide →Liquid Clustering vs Partitioning and Z-Order: What Databricks Recommends Now
Databricks now recommends liquid clustering over partitioning and Z-order for new tables. Here is what changed, how CLUSTER BY works, and what the exam expects.
Read the guide →Databricks Data Engineer Professional
5 guidesDatabricks Data Engineer Professional Certification: The Complete 2026 Guide
A complete guide to the Databricks Data Engineer Professional exam: the 2026 format (59 questions, 120 minutes, $200), all 10 domains, and how to prepare.
Read the guide →How to Tell If You Are Ready for the Databricks Data Engineer Professional Exam
Not sure you are ready for the Databricks DE Professional exam? Here are the cluster-by-cluster signals that you are exam-ready, the gaps that mean wait, and a free readiness check.
Read the guide →Databricks Data Engineer Professional: What the Exam Tests
The Professional exam covers 10 domains in 59 questions and 120 minutes. See every domain and its weighting, plus how the exam shifts from Associate.
Read the guide →Databricks Professional Exam: Performance Tuning and Optimization Explained
Cost and Performance Optimisation is 13% of the Databricks Professional exam. Five areas make up that domain, from Predictive Optimization to Query Profile.
Read the guide →How Long to Prepare for the Databricks Data Engineer Professional Exam?
Most engineers need 3 to 6 weeks for the Databricks Data Engineer Professional exam. Timelines by experience, a concrete plan, and what moves the number.
Read the guide →Databricks Machine Learning Associate
5 guidesDatabricks Machine Learning Associate Certification Guide
A complete guide to the Databricks Machine Learning Associate exam: the four sections and their shares, the 48-question 90-minute format, why no passing score is published, and how to prepare.
Read the guide →Databricks Machine Learning Associate Exam: Cost, Format and Question Types
$200 USD, 48 scored questions in 90 minutes, online proctored. What the questions look like, why 48 is not the total, and why no passing score is published.
Read the guide →How Long Does It Take to Prepare for the Databricks Machine Learning Associate Exam?
5 to 7 weeks for most candidates, 3 to 4 if you already build models in Databricks. A 6-week plan across all four sections, and where the hours should go.
Read the guide →MLflow for the Databricks Machine Learning Associate Exam, Explained
Seven of the guide's 48 objectives name MLflow directly. Tracking and manual logging, finding the best run with search_runs, and the Unity Catalog registry with aliases.
Read the guide →AutoML and Feature Store on Databricks, Explained
The glass-box AutoML workflow, feature tables as Unity Catalog Delta tables with primary keys, and the online vs offline split, at exam depth.
Read the guide →AWS Data Engineer Associate (DEA-C01)
8 guidesAWS Certified Data Engineer Associate (DEA-C01): Exam Domains and Weights
DEA-C01 has four domains: Data Ingestion (34%), Data Store Management (26%), Data Operations (22%), Security (18%). 50 scored questions, 130 min, $150.
Read the guide →How Long Does It Take to Prepare for the AWS Data Engineer Associate Exam?
6 to 8 weeks for most candidates, 3 to 4 if you already build on AWS. A concrete 8-week plan weighted by the four DEA-C01 domains.
Read the guide →How to Tell If You Are Ready for the AWS Data Engineer Associate Exam
Not sure you are ready for DEA-C01? Here are the domain-by-domain signals that you are exam-ready, the gaps that mean wait, and a free readiness check.
Read the guide →How to Study for the AWS Data Engineer Associate Exam as a Databricks Engineer
Already Databricks-certified and eyeing DEA-C01? Here is what transfers, what is new, and a focused study plan that skips the concepts you already know.
Read the guide →Kinesis Data Streams vs Amazon Data Firehose vs Managed Service for Apache Flink
Three AWS streaming services, three different jobs: Kinesis Data Streams buffers and replays, Amazon Data Firehose delivers, Managed Flink processes state.
Read the guide →Amazon Data Firehose and Managed Service for Apache Flink: The AWS Renames Explained
Kinesis Data Firehose became Amazon Data Firehose in Feb 2024. Kinesis Data Analytics became Managed Service for Apache Flink in Aug 2023. What changed.
Read the guide →Is AWS Schema Conversion Tool (SCT) Deprecated? Current Status in 2026
AWS SCT is not deprecated, but AWS now recommends DMS Schema Conversion for supported OLTP conversions. What each does and which the DEA-C01 tests.
Read the guide →AWS Data Engineer Associate vs Databricks Data Engineer Certifications
AWS DEA-C01 spans a whole cloud's data services; the Databricks certs go deep on one platform. Cost, format, validity, and which fits your work.
Read the guide →AWS Machine Learning Engineer Associate (MLA-C01 / MLA-C02)
6 guidesAWS Certified Machine Learning Engineer Associate (MLA-C01) Certification Guide
MLA-C01 in full: 65 questions in 130 minutes, a 720 passing score, the four content domains, the MLA-C02 update, and how to prepare for a hands-on ML engineering exam.
Read the guide →AWS Certified Machine Learning Engineer Associate (MLA-C01): Exam Domains and Weights
Data Preparation (28%), ML Model Development (26%), Monitoring and Security (24%), Deployment and Orchestration (22%), converted into question counts.
Read the guide →How Long Does It Take to Prepare for the AWS Machine Learning Engineer Associate Exam?
8 to 10 weeks for most candidates, 4 to 6 if you already ship models on SageMaker. A 9-week plan, and why the MLA-C02 changeover date should shape your schedule.
Read the guide →How Long Does It Take to Prepare for the AWS Machine Learning Engineer Associate (MLA-C02) Exam?
10 to 12 weeks for most candidates, 3 to 5 if you are already MLA-C01 ready. An 11-week plan for the updated exam, its beta window, and the new GenAI and FM scope.
Read the guide →AWS Machine Learning Engineer Associate (MLA-C01) Exam: Cost, Format and Question Types
$150 USD, 65 questions in 130 minutes, 720 to pass. The five question types explained, including ordering, matching and case study, plus the MLA-C02 dates.
Read the guide →Amazon SageMaker for the MLA-C01 Exam: What You Actually Need to Know
The SageMaker tooling each MLA-C01 domain names, the four inference options questions compare, and what you can safely deprioritize.
Read the guide →AWS Cloud Practitioner (CLF-C02)
5 guidesAWS Certified Cloud Practitioner (CLF-C02) Certification Guide
AWS's foundational certification: 65 questions in 90 minutes, four domains, a 700 passing score, no prerequisites. What is tested, who it is for, how to prepare.
Read the guide →AWS Cloud Practitioner (CLF-C02) Exam: Cost, Format and Question Types
$100 USD, 65 questions in 90 minutes, only 50 scored. The two question types, how scaled scoring works, and what booking and proctoring involve.
Read the guide →How Long Does It Take to Prepare for the AWS Cloud Practitioner Exam?
2 to 3 weeks for most people, about a week if you already use AWS. A 3-week plan built from the domain weights, plus the over-studying trap that wastes time.
Read the guide →Core AWS Services to Know for the Cloud Practitioner (CLF-C02) Exam
EC2, Lambda, S3, RDS, DynamoDB, VPC and the rest of the CLF-C02 catalogue, with the one-line job of each and the comparisons the questions are built on.
Read the guide →AWS Pricing and Billing Concepts for the Cloud Practitioner (CLF-C02) Exam
On-Demand vs Reserved vs Spot vs Savings Plans, the cost tools by the verb they answer, consolidated billing, and the support plans, in one pass.
Read the guide →AWS AI Practitioner (AIF-C01)
5 guidesAWS Certified AI Practitioner (AIF-C01) Certification Guide
AWS's foundational AI and generative AI certification: the exam format, the five content domains, who it suits, and how it compares to Cloud Practitioner.
Read the guide →AWS Certified AI Practitioner (AIF-C01): Exam Domains and Weights
Applications of Foundation Models (28%), Generative AI (24%), AI and ML Fundamentals (20%), Responsible AI and Security (14% each), converted into question counts.
Read the guide →How Long Does It Take to Prepare for the AWS AI Practitioner Exam?
3 to 4 weeks for most candidates, 1 to 2 if you already build with foundation models. A 4-week plan weighted to the two generative AI domains.
Read the guide →AWS AI Practitioner (AIF-C01) Exam: Cost, Format and Question Types
$100 USD, 65 questions in 90 minutes, only 50 scored, 700 to pass. The five question formats explained, and how AIF-C01 compares to Cloud Practitioner.
Read the guide →Amazon Bedrock and Generative AI Concepts for the AIF-C01 Exam
Generative AI is 52% of AIF-C01. The vocabulary, the customization ladder from prompting to fine-tuning, and where Bedrock's named features attach.
Read the guide →Microsoft Azure Fundamentals (AZ-900)
4 guidesMicrosoft Azure Fundamentals (AZ-900) Certification Guide
Microsoft's entry point to Azure: the exam format, the three skill areas and their weights, who it is for, and how it compares to AWS Cloud Practitioner.
Read the guide →Microsoft Azure Fundamentals (AZ-900) Exam: Cost, Format and Question Types
$99 USD, 45 minutes of exam time inside a 65-minute seat time, 700 to pass, no expiry. Why Microsoft publishes no fixed question count for AZ-900.
Read the guide →How Long Does It Take to Prepare for the Azure Fundamentals (AZ-900) Exam?
1 to 2 weeks for most people, a few days if you already work in Azure. A 2-week plan built from the three domain weights, with the free practice assessment as the gate.
Read the guide →Core Azure Services to Know for the Azure Fundamentals (AZ-900) Exam
Virtual Machines, App Service, Functions, virtual networks, Blob Storage and Entra ID, with the one-line job of each and the pairings questions are built on.
Read the guide →