Discover
Find the skills that fit your goal.
LEARN WITH DIRECTION
Build skills that
move your career
forward.
Follow practical learning paths, strengthen your technical foundation, build real-world projects, and prepare for interviews.
Practical topics, clear stages, sample progress onlyARTECH / SKILL SPACELEARNING PATH 01
My learning spaceA
YOUR NEXT STEPKeep building
your foundation.
your foundation.
SQLCore querying80%
PythonWorking with data65%
SnowflakeWarehouse concepts75%
UP NEXTExplore a learning path
Learn by doing
Save for later
DEMO PROGRESS / SAMPLE ONLYDISCOVER LEARN PRACTICE BUILD GROWExplore the learning journey
A USEFUL LOOP, NOT A RACE
Move from discovery to real-world practice
A connected learning experience can help you decide what to learn, apply it, and carry that understanding forward.
Learn
Follow a clear, staged roadmap.
Practice
Reinforce ideas with focused exercises.
Build
Apply concepts to practical projects.
Prepare
Connect skills to interview topics.
Track progress
See what you have explored next.
EXPLORE THE TOOLKIT
Find a technology to learn
Start with the tools and concepts that support your direction. Filter by category, difficulty, or search by name.
19 technologies
SQBeginner
Data
SQL
Query, shape, and understand relational data with practical SQL foundations.
3 learning stages2 project ideas
PYBeginner
DataEngineering
Python
Build a dependable programming foundation for automation, data work, and practical tools.
3 learning stages2 project ideas
SNIntermediate
DataCloud
Snowflake
Learn cloud data warehouse concepts, data loading, transformation, governance, and performance.
6 learning stages2 project ideas
DAIntermediate
DataCloud
Databricks
Explore lakehouse concepts, Spark workloads, data organization, and platform operations.
4 learning stages2 project ideas
PYIntermediate
DataEngineering
PySpark
Use Python APIs to transform data across distributed Spark workloads.
4 learning stages2 project ideas
MIBeginner
Cloud
Microsoft Azure
Build a practical foundation in cloud identity, storage, compute, networking, and operations.
4 learning stages2 project ideas
AZIntermediate
CloudData
Azure Data Factory
Design data movement and orchestration flows using pipelines, activities, and linked services.
4 learning stages2 project ideas
AZIntermediate
CloudData
Azure Synapse
Learn analytical workspace concepts, data integration, and warehouse design patterns in Azure.
4 learning stages2 project ideas
AWBeginner
Cloud
AWS
Build foundational knowledge of cloud identity, storage, compute, and event-driven services.
4 learning stages2 project ideas
POBeginner
Analytics
Power BI
Turn prepared data into clear models, measures, and decision-support reports.
3 learning stages2 project ideas
DBIntermediate
DataEngineering
dbt
Build modular, tested, documented SQL transformations for analytics workflows.
3 learning stages2 project ideas
APIntermediate
DataEngineering
Apache Airflow
Orchestrate dependable workflows with explicit dependencies, retries, and monitoring.
3 learning stages2 project ideas
DAIntermediate
DataEngineering
Data Engineering
Connect ingestion, storage, transformation, quality, and orchestration into dependable data systems.
5 learning stages2 project ideas
DABeginner
DataAnalytics
Data Analytics
Translate business questions into trustworthy analysis, useful metrics, and clear communication.
4 learning stages2 project ideas
BUBeginner
Analytics
Business Intelligence
Organize business measures and reporting into consistent, decision-ready information.
3 learning stages2 project ideas
GIBeginner
Engineering
Git
Track changes, collaborate through branches, and keep a clear history of project work.
3 learning stages2 project ideas
CIIntermediate
Engineering
CI/CD
Automate repeatable checks and releases with clear feedback and controlled changes.
3 learning stages2 project ideas
DEIntermediate
Engineering
DevOps
Connect development and operations through automation, feedback, reliability, and shared ownership.
4 learning stages2 project ideas
DOBeginner
Engineering
Docker
Package applications and dependencies into portable containers with repeatable runtime behavior.
3 learning stages2 project ideas
Save for Later is a frontend preview; selections are not stored.
ROLE-BASED LEARNING
Choose your learning path
A structured sequence of useful skills, practice, project ideas, and interview preparation for a role you are exploring.
PATH / 01
Data Engineer
Build the foundations for dependable data pipelines and platforms.
SKILLSSQL · Python · Cloud · PySpark
ROADMAP11 learning stages
PROJECTS2 guided ideas
INTERVIEW PREPSQL · Architecture
View roadmap PATH / 02
Cloud Data Engineer
Connect cloud infrastructure with practical data integration patterns.
SKILLSAzure · ADF · Synapse · SQL
ROADMAP9 learning stages
PROJECTS2 guided ideas
INTERVIEW PREPCloud concepts · Pipeline design
View roadmap PATH / 03
Snowflake Developer
Develop warehouse, loading, transformation, and governance skills.
SKILLSSnowflake · SQL · dbt
ROADMAP7 learning stages
PROJECTS2 guided ideas
INTERVIEW PREPArchitecture · Performance
View roadmap PATH / 04
Data Analyst
Move from business questions to clear, explainable analysis.
SKILLSSQL · Power BI · Analytics
ROADMAP6 learning stages
PROJECTS2 guided ideas
INTERVIEW PREPSQL · Metrics
View roadmap PATH / 05
Python Developer
Strengthen programming foundations and build useful, testable tools.
SKILLSPython · APIs · Testing
ROADMAP7 learning stages
PROJECTS2 guided ideas
INTERVIEW PREPCoding · Design
View roadmap PATH / 06
Cloud Engineer
Learn cloud service foundations, secure access, and operational design.
SKILLSAzure · AWS · Git · Docker
ROADMAP8 learning stages
PROJECTS2 guided ideas
INTERVIEW PREPCloud · Security
View roadmap PATH / 07
Analytics Engineer
Create tested, documented transformation layers for analytics teams.
SKILLSSQL · dbt · Git · Warehousing
ROADMAP7 learning stages
PROJECTS2 guided ideas
INTERVIEW PREPSQL · Modeling
View roadmap A COMPLETE ROLE-BASED ROUTE
Data Engineer Roadmap
Move from foundations through platform skills into practical project and interview preparation.
BeginnerIntermediateAdvanced04Project ready05Interview ready
Learning route preview. Completing it does not guarantee employment.
FEATURED TECHNOLOGY PATH
Explore Snowflake Snowflake, step by step.
Move from warehouse foundations to loading, transformation, performance, security, and interview practice.
01
Snowflake fundamentals
6 guided topic areas
Cloud data warehouse conceptsSnowflake architectureOrganizations and accountsDatabases and schemasTables and viewsWarehouses
02
Data loading
6 guided topic areas
COPY INTOStagesFile formatsExternal stagesInternal stagesSnowpipe
03
Data transformation
5 guided topic areas
SQLStored proceduresUser-defined functionsTasksStreams
04
Advanced platform
7 guided topic areas
Time TravelZero-copy cloningFail-safeData sharingSecure viewsDynamic tablesPerformance optimization
05
Security
6 guided topic areas
RolesRBACUsersGrantsMasking policiesRow access policies
06
Interview preparation
5 guided topic areas
Architecture questionsSQL questionsScenario questionsPerformance questionsSecurity questions
A FUTURE VIEW OF YOUR GROWTHMy skills,
My skills,
in perspective.
A personal dashboard could bring topics, practice, and projects together around your learning plan.
Demo Progress · sample onlyCompletedIn progressNot started
MY SKILLS
DEMOLearning overview
SQLIn Progress80%
PythonIn Progress65%
SnowflakeIn Progress75%
AzureNot Started50%
PySparkNot Started40%
Demo data is not tied to a user accountPlan your path
LEARNING SNAPSHOT
Progress, at a glance.
04Skills started
18Topics completed
02Projects built
12Practice sessions
PUT IDEAS TO WORK
Learn by building
Practice connecting the business need, tools, and technical decisions through project-sized learning.
SOURCETRANSFORMOUTPUT
01ETL pipeline
Business problem
Bring operational data together in a consistent, analysis-ready format.
PythonSQLAirflow
SKILLS PRACTICEDIngestion · Transformations · Orchestration
Explore project CLOUDTRANSFORMOUTPUT
02Cloud data pipeline
Business problem
Move source files into governed storage with observable processing steps.
AzureData FactorySQL
SKILLS PRACTICEDCloud storage · Scheduling · Recovery
Explore project WAREHOUSETRANSFORMOUTPUT
03Snowflake data warehouse
Business problem
Prepare trusted analytical tables from staged source data.
SnowflakeSQLdbt
SKILLS PRACTICEDLoading · Modeling · Testing
Explore project CHECKTRANSFORMOUTPUT
04Data quality framework
Business problem
Surface incomplete, duplicated, or inconsistent records before reporting.
PythonSQLPySpark
SKILLS PRACTICEDValidation · Monitoring · Error handling
Explore project BATCHTRANSFORMOUTPUT
05Batch processing pipeline
Business problem
Process periodic data updates with repeatable, recoverable runs.
PySparkDatabricksCloud
SKILLS PRACTICEDPartitioning · Retries · Performance
Explore project METRICSINSIGHTOUTPUT
06Analytics dashboard
Business problem
Help teams review a small set of consistently defined business measures.
SQLPower BIData modeling
SKILLS PRACTICEDMetric design · Visualization · Communication
Explore project A THOUGHTFUL PLACE TO STARTNot sure what to
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