CareerByteCode Exams

Data & AIskill assessments

Free, timed, auto-graded practice exams for AWS, Azure, Google Cloud, Kubernetes, security and more. Study a domain, prove your skill, and earn a certificate anyone can verify at careerbytecode.in/verify.

109Live exams
8Question types
FreeTo start

Not sure which exam? Let us help you choose

Pick your area (and level, if you like), and we will show the right exams. Or follow a full certification path.

Certification paths: AWS Azure Google Cloud All paths →
How it works

Three steps to a verified skill

01

Choose an exam

Browse by cloud, domain, job role, or certification path. Not sure? Use "Help me choose" above.

02

Take a timed test

Auto-graded questions - multiple choice, fill-blank, drag-order, code and live SQL. Instant score.

03

Earn a verifiable certificate

Pass and get a certificate with a public verify link you can add to LinkedIn.

Browse

Pick your area

Cloud & DevOps 9 exams Kubernetes 3 exams Data & AI 18 exams GenAI & LLMs 22 exams Security 35 exams SRE & Platform 2 exams Web & Frontend 2 exams Backend 2 exams Mobile 2 exams QA & SDET 2 exams Databases 2 exams Networking 4 exams Linux 3 exams System Design 3 exams
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Domain
Level

Data & AI assessments

18 live · Clear filters

AWS3

Data & AI Intermediate

AWS Certified Machine Learning Engineer - Associate (MLA-C01)

Scenario-based MLA-C01 practice exam: data preparation, feature engineering, model training and tuning, deployment and orchestration, and ML monitoring and security with SageMaker and Bedrock.

⏱ 90 min ◎ 60 questions ✓ 72% to pass
Free to startStart →
Data & AI Expert

AWS Certified Machine Learning - Specialty (MLS-C01)

Scenario-based MLS-C01 practice exam: data engineering, exploratory data analysis, modeling and evaluation, and ML implementation and operations on Amazon SageMaker and AWS.

⏱ 120 min ◎ 60 questions ✓ 75% to pass
Free to startStart →
Data & AI Intermediate

AWS Certified Data Engineer - Associate

Scenario-based AWS Data Engineer Associate practice exam: 50 questions on ingestion and transformation, data store management, data operations, and security and governance with Glue, Kinesis, Redshift, Athena and S3.

⏱ 90 min ◎ 60 questions ✓ 72% to pass
Free to startStart →

CertNexus1

Data & AI Intermediate

CertNexus Certified Artificial Intelligence Practitioner (CAIP)

Scenario-based CAIP practice exam: 50 questions on the ML workflow, data preparation, feature engineering, algorithm selection, training and evaluation, deployment and ethical AI.

⏱ 90 min ◎ 60 questions ✓ 70% to pass
Free to startStart →

Cloudera1

Data & AI Intermediate

Cloudera Data Platform (CDP) Generalist

Scenario-based CDP practice exam covering platform architecture, HDFS, Hive and Impala, Spark, Kafka and NiFi, SDX security and governance, and CDP data services.

⏱ 90 min ◎ 60 questions ✓ 70% to pass
Free to startStart →

Databricks2

Data & AI Intermediate

Databricks Certified Machine Learning Associate

Scenario-based Databricks ML Associate practice exam: MLflow tracking and Unity Catalog models, AutoML, feature engineering, Spark ML data processing, model development and deployment.

⏱ 90 min ◎ 60 questions ✓ 70% to pass
Free to startStart →
Data & AI Intermediate

Databricks Certified Data Engineer Associate

Scenario-based practice exam for the Databricks Data Engineer Associate: the platform, ingestion with Auto Loader, Delta Lake and Spark SQL, Lakeflow pipelines and jobs, and Unity Catalog.

⏱ 90 min ◎ 60 questions ✓ 70% to pass
Free to startStart →

Google Cloud2

Data & AI Intermediate

Google Professional Machine Learning Engineer

Scenario-based Google Professional ML Engineer practice exam: 50 questions on low-code AI, data and model management, scaling training, serving, Vertex AI Pipelines and MLOps, and model monitoring.

⏱ 90 min ◎ 60 questions ✓ 75% to pass
Free to startStart →
Data & AI Intermediate

Google Professional Data Engineer

Scenario-based Google Professional Data Engineer practice exam: 50 questions on designing data systems, ingestion and processing with Pub/Sub and Dataflow, storage, BigQuery analysis, and operations.

⏱ 90 min ◎ 60 questions ✓ 75% to pass
Free to startStart →

IBM1

Data & AI Intermediate

IBM AI Engineering Professional Certificate

Scenario-based AI engineering practice exam: machine learning with scikit-learn, neural networks, Keras and TensorFlow, PyTorch, CNNs, sequence models and transformers, and generative AI with LLMs and RAG.

⏱ 90 min ◎ 60 questions ✓ 70% to pass
Free to startStart →

INFORMS1

Data & AI Intermediate

Certified Analytics Professional (CAP)

Scenario-based CAP practice exam: business and analytics problem framing, data, methodology selection, model building, deployment and model lifecycle management.

⏱ 90 min ◎ 60 questions ✓ 70% to pass
Free to startStart →

Microsoft Azure4

Data & AI Beginner

Microsoft Azure AI Fundamentals (AI-900)

Scenario-based AI-900 practice exam: AI workloads and responsible AI, machine learning on Azure, computer vision, natural language processing, and generative AI with Azure OpenAI and Microsoft Foundry.

⏱ 60 min ◎ 60 questions ✓ 70% to pass
Free to startStart →
Data & AI Intermediate

Azure Data Engineering (formerly DP-203)

DP-203 retired in 2025; this is a current scenario-based Azure data engineering practice exam: storage, processing, streaming, security and monitoring with Fabric, Synapse, Data Factory, Databricks and ADLS.

⏱ 90 min ◎ 60 questions ✓ 70% to pass
Free to startStart →
Data & AI Intermediate

Microsoft Azure Data Scientist Associate (DP-100)

Scenario-based DP-100 practice exam: designing Azure ML solutions, exploring data and running experiments, training and deploying models, and optimizing language models with prompt flow and RAG.

⏱ 90 min ◎ 60 questions ✓ 70% to pass
Free to startStart →
Data & AI Intermediate

Microsoft Azure AI Engineer Associate (AI-102)

Scenario-based AI-102 practice exam: planning and securing Azure AI solutions, generative AI and agents, computer vision, language and speech, and knowledge mining with Azure AI Search and Document Intelligence.

⏱ 90 min ◎ 60 questions ✓ 70% to pass
Free to startStart →

NVIDIA1

Data & AI Expert

NVIDIA Certified Professional - AI Infrastructure (NCP-AII)

Scenario-based NCP-AII practice exam: 50 questions on GPU server bring-up, InfiniBand and Ethernet fabrics, control plane setup, cluster validation, and troubleshooting of AI data center systems.

⏱ 120 min ◎ 60 questions ✓ 70% to pass
Free to startStart →

Snowflake1

Data & AI Intermediate

SnowPro Core Certification

Scenario-based SnowPro Core practice exam: 50 questions on Snowflake architecture, virtual warehouses, access control and security, performance, data loading and unloading, transformations, and data protection and sharing.

⏱ 90 min ◎ 60 questions ✓ 75% to pass
Free to startStart →

TensorFlow1

Data & AI Intermediate

TensorFlow and Keras Developer (Practice)

Google retired the TensorFlow Developer Certificate in 2024, so this scenario-based practice exam keeps its skills: tf.keras models, image classification, NLP with embeddings and RNNs, and time-series forecasting.

⏱ 90 min ◎ 60 questions ✓ 70% to pass
Free to startStart →
What learners say

Real feedback from candidates

★★★★★
quiz security
Mayuri · Cisco Certified Network Associate (CCNA 200-301)
Certification paths

Follow a full ladder

☁AWSPractitioner → Associate → Professional → Specialty ☁AzureAZ-900 → AZ-104 → Expert → Specialty ☁Google CloudDigital Leader → ACE → Professional All pathsKubernetes, Security, Cisco, Red Hat, Data, AI →
Keep going

More on CareerByteCode

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FAQ

Questions about the exams

Are the practice exams free?+

Your first exam is always free. After that a one-month plan from Rs 177 including GST (or inviting friends who take an exam) unlocks more. See the plans. Every exam is auto-graded and issues a verifiable certificate on a pass.

Do I get a certificate?+

Yes. Pass any exam and you earn a CareerByteCode certificate with a public verify link at careerbytecode.in/verify - add it to LinkedIn in one click.

How are the exams graded?+

Instantly and server-side. We support single and multiple choice, true or false, fill-in-the-blank, drag-to-order, code snippets, scenario questions, and live SQL graded against a real dataset.

Can I retake an exam?+

Yes. Retakes are allowed and every attempt shows in your exam history with its own answer review. Most exams shuffle the questions and options on each attempt, and some exams ask for a short break between attempts.

Are these the official certification exams?+

No. These are independent practice exams to test and prove your skills. They are not affiliated with AWS, Microsoft, or Google; official certification names are trademarks of their owners.

How is this different from a course?+

Courses teach; exams prove. Take an exam to benchmark where you stand, then use the linked prep course to close the gaps.

Certificates are issued by CareerByteCode and verifiable at careerbytecode.in/verify. Free to start.