
Master Certificate in Data Engineering
Master Certificate in Data Engineering
Master Certificate in Data Engineering
Develop scalable, secure, and cost-optimized data solutions in AWS, Azure, and Google Cloud
Build strong foundations in Python, SQL, and NoSQL for modern data engineering
Process large-scale datasets with Hadoop, Spark, and real-time streaming tools
Implement advanced data modeling, ETL pipelines, and orchestration workflows
Work with cutting-edge platforms like Snowflake and integrate AI-driven analytics
Develop scalable, secure, and cost-optimized data solutions in AWS, Azure, and Google Cloud
Build strong foundations in Python, SQL, and NoSQL for modern data engineering
Process large-scale datasets with Hadoop, Spark, and real-time streaming tools
Implement advanced data modeling, ETL pipelines, and orchestration workflows
Work with cutting-edge platforms like Snowflake and integrate AI-driven analytics
Talk to an Advisor
Talk to an Advisor
Talk to an Advisor
Start Date
Start Date
Start Date
Program Duration
6 months
Program Duration
6 months
Program Duration
6 months
Learning Format
Intructor-Led (Live Project-Based Learning)
Individuals who want structure & accountability
Evenings, 2x per week (6-9 PM)
Live classes, group projects, custom labs, 1:1 support
Mentor-Guided (Self-Paced + Projects)
Motivated learners who want flexible learning with support
Flexible + weekly mentor
check-in
Guided labs, weekly mentor sessions, TA support, real projects
Intructor-Led (Live Project-Based Learning)
Individuals who want structure & accountability
Evenings, 2x per week (6-9 PM)
Live classes, group projects, custom labs, 1:1 support
Mentor-Guided (Self-Paced + Projects)
Motivated learners who want flexible learning with support
Flexible + weekly mentor check-in
Guided labs, weekly mentor sessions, TA support, real projects
Program Overview
Program Overview
Program Overview
Designed for professionals ready to advance their careers, this program covers essential skills in Python, SQL, NoSQL, Big Data, and cloud platforms including AWS, Azure, GCP, and Snowflake. Gain practical, hands-on experience through immersive labs and a capstone project that helps you build a strong portfolio. Prepare for key industry certifications to boost your credentials and open doors to high-demand roles in data engineering and analytics.
Course Outline
Course Outline
Course Outline
Fast-track your career as a data engineering professional with our comprehensive training program. Master Certificate in Data Engineering covers essential data engineering and big data concepts, the Hadoop ecosystem, Apache tools, Python for data engineering, and hands-on experience with AWS services such as EMR, Quicksight, and SageMaker, along with core Azure data services.
Fast-track your career as a data engineering professional with our comprehensive training program. Master Certificate in Data Engineering covers essential data engineering and big data concepts, the Hadoop ecosystem, Apache tools, Python for data engineering, and hands-on experience with AWS services such as EMR, Quicksight, and SageMaker, along with core Azure data services.
Download Outline
Python Basics for Data Engineering
Database Management using SQL
Database Management using SQL
NoSQL Mastery with MongoDB
NoSQL Mastery with MongoDB
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Framer is a web builder for creative pros. Be sure to check out framer.com to learn more.
SKILLS GAINED
……………………..
Database Management using SQL
Gain strong SQL skills to design, query, and manage relational databases. Learn advanced commands, joins, indexing, stored procedures, and user access controls for secure and scalable database operations.
Concepts Learned:
SQL statements, filtering, ordering, grouping, and joins
Aggregate, mathematical, and string functions
Subqueries, views, and stored procedures
Transactions, indexing, and query optimization
User access control and security functions
Backup and recovery strategies
SKILLS GAINED
……………………..
AWS Certified Data Engineer – Associate
AWS Certified Data Engineer – Associate
Azure Data Engineer (DP-203)
Azure Data Engineer (DP-203)
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Framer is a web builder for creative pros. Be sure to check out framer.com to learn more.
SKILLS GAINED
……………………..
NoSQL Mastery with MongoDB
Master the concepts of NoSQL and MongoDB to manage semi-structured and unstructured data. Gain hands-on skills in schema design, indexing, performance optimization, and integration into modern data pipelines.
Concepts Learned:
NoSQL database fundamentals and MongoDB architecture
Document structures and schema design
CRUD operations, querying, and aggregation
Indexing strategies for performance
Security, authentication, and access control
Scalability, replication, and sharding
Integration of MongoDB with data engineering workflows
SKILLS GAINED
……………………..
Big Data with Hadoop and Spark
Learn the Hadoop ecosystem and Spark framework to process, analyze, and manage massive datasets. Build data ingestion pipelines, perform distributed computing, and apply machine learning with Spark ML.
Concepts Learned:
Hadoop architecture (HDFS, YARN, MapReduce)
Hive, Pig, HBase, Sqoop, and Flume for data management
Data ingestion with Sqoop, Flume, and Kafka
Apache Spark RDDs, DataFrames, and SQL operations
Real-time data streaming with Spark Structured Streaming
Spark GraphX and GraphFrames for graph data processing
Machine Learning with Spark ML
SKILLS GAINED
……………………..
AWS Tech Essentials
Gain foundational knowledge of AWS cloud services and learn how to deploy, secure, and manage workloads. Build hands-on expertise in compute, storage, networking, and serverless services.
Concepts Learned:
AWS cloud concepts, services, and console navigation
Compute with EC2, Lambda, and autoscaling
Storage with S3, EBS, and content delivery
Identity and Access Management (IAM)
Networking and Virtual Private Clouds (VPC)
Managed databases and pricing models
SKILLS GAINED
……………………..
AWS Certified Data Engineer – Associate
Prepare for the AWS Certified Data Engineer – Associate exam by mastering data pipelines, cloud storage, and advanced data processing with AWS services. Gain the expertise needed for real-world data engineering in AWS.
Concepts Learned:
Data engineering fundamentals and AWS ecosystem
Data modeling and quality assurance
Compute services (EC2, Lambda, Batch, ECS, EKS)
Databases: DynamoDB, RDS, Redshift
Data lakes and analytics: Athena, Glue, Spark, Kinesis
Migration, security, and compliance in AWS
Developer tools (CLI, CDK) and governance frameworks
SKILLS GAINED
……………………..
Azure Fundamentals
Learn the essentials of Microsoft Azure and cloud computing. Understand services, deployment models, security, and compliance while building and managing applications on the Azure platform.
Concepts Learned:
Core Azure services (VMs, storage, web apps, databases)
Cloud models: Public, private, and hybrid
Azure AD and identity management
Pricing, support, and compliance
Deploying databases and applications on Azure
SKILLS GAINED
……………………..
Azure Data Engineer (DP-203)
Specialize in Azure data engineering by learning to design, build, and optimize batch and streaming data solutions. Gain expertise in provisioning storage, implementing security, and integrating data services.
Concepts Learned:
Azure data engineering fundamentals
Storage solutions with SQL Database, Synapse, Data Lake
Data ingestion with Azure Data Factory and Event Hubs
Azure Databricks for big data processing
Batch processing and real-time streaming
Security, data masking, and retention policies
Optimization and monitoring of Azure data solutions
SKILLS GAINED
……………………..
Data Engineering Capstone Project
The data engineering capstone project will allow you to implement the skills you learned throughout this program. Through dedicated mentoring sessions, you’ll learn how to solve real-world, industry-aligned data engineering challenges, from setting up configuration, ETL, data streaming, and data analysis to data visualization. This project is the final step in the learning path and will enable you to showcase your expertise in data engineering to future employers. To make your practice more relevant, you can choose to work on projects that cover the most relevant domains.
SKILLS GAINED
……………………..
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Framer is a web builder for creative pros. Be sure to check out framer.com to learn more.
SKILLS GAINED
……………………..
Python Basics for Data Engineering
Develop the Python foundation required to build, automate, and manage modern data engineering workflows. Learn procedural and object-oriented programming, control structures, and multi-threading to efficiently handle large-scale data operations.
Concepts Learned:
Fundamentals of Python programming and syntax
Functions, variables, and control flow (loops, conditionals)
Object-Oriented Programming (OOP) principles
Data types, operators, and string manipulation
Multi-threading for performance optimization
Effective use of Jupyter Notebook for data engineering tasks
SKILLS GAINED
……………………..
Python Basics for Data Engineering
Big Data with Hadoop and Spark
Big Data with Hadoop and Spark
AWS Tech Essentials
AWS Tech Essentials
Azure Fundamentals
Azure Fundamentals
Data Engineering Capstone Project
Data Engineering Capstone Project
NoSQL Mastery with MongoDB
Master the concepts of NoSQL and MongoDB to manage semi-structured and unstructured data. Gain hands-on skills in schema design, indexing, performance optimization, and integration into modern data pipelines.
Concepts Learned:
NoSQL database fundamentals and MongoDB architecture
Document structures and schema design
CRUD operations, querying, and aggregation
Indexing strategies for performance
Security, authentication, and access control
Scalability, replication, and sharding
Integration of MongoDB with data engineering workflows
SKILLS GAINED
……………………..
Big Data with Hadoop and Spark
Learn the Hadoop ecosystem and Spark framework to process, analyze, and manage massive datasets. Build data ingestion pipelines, perform distributed computing, and apply machine learning with Spark ML.
Concepts Learned:
Hadoop architecture (HDFS, YARN, MapReduce)
Hive, Pig, HBase, Sqoop, and Flume for data management
Data ingestion with Sqoop, Flume, and Kafka
Apache Spark RDDs, DataFrames, and SQL operations
Real-time data streaming with Spark Structured Streaming
Spark GraphX and GraphFrames for graph data processing
Machine Learning with Spark ML
SKILLS GAINED
……………………..
AWS Tech Essentials
Gain foundational knowledge of AWS cloud services and learn how to deploy, secure, and manage workloads. Build hands-on expertise in compute, storage, networking, and serverless services.
Concepts Learned:
AWS cloud concepts, services, and console navigation
Compute with EC2, Lambda, and autoscaling
Storage with S3, EBS, and content delivery
Identity and Access Management (IAM)
Networking and Virtual Private Clouds (VPC)
Managed databases and pricing models
SKILLS GAINED
……………………..
AWS Certified Data Engineer – Associate
Prepare for the AWS Certified Data Engineer – Associate exam by mastering data pipelines, cloud storage, and advanced data processing with AWS services. Gain the expertise needed for real-world data engineering in AWS.
Concepts Learned:
Data engineering fundamentals and AWS ecosystem
Data modeling and quality assurance
Compute services (EC2, Lambda, Batch, ECS, EKS)
Databases: DynamoDB, RDS, Redshift
Data lakes and analytics: Athena, Glue, Spark, Kinesis
Migration, security, and compliance in AWS
Developer tools (CLI, CDK) and governance frameworks
SKILLS GAINED
……………………..
Azure Fundamentals
Learn the essentials of Microsoft Azure and cloud computing. Understand services, deployment models, security, and compliance while building and managing applications on the Azure platform.
Concepts Learned:
Core Azure services (VMs, storage, web apps, databases)
Cloud models: Public, private, and hybrid
Azure AD and identity management
Pricing, support, and compliance
Deploying databases and applications on Azure
SKILLS GAINED
……………………..
Azure Data Engineer (DP-203)
Specialize in Azure data engineering by learning to design, build, and optimize batch and streaming data solutions. Gain expertise in provisioning storage, implementing security, and integrating data services.
Concepts Learned:
Azure data engineering fundamentals
Storage solutions with SQL Database, Synapse, Data Lake
Data ingestion with Azure Data Factory and Event Hubs
Azure Databricks for big data processing
Batch processing and real-time streaming
Security, data masking, and retention policies
Optimization and monitoring of Azure data solutions
SKILLS GAINED
……………………..
Data Engineering Capstone Project
The data engineering capstone project will allow you to implement the skills you learned throughout this program. Through dedicated mentoring sessions, you’ll learn how to solve real-world, industry-aligned data engineering challenges, from setting up configuration, ETL, data streaming, and data analysis to data visualization. This project is the final step in the learning path and will enable you to showcase your expertise in data engineering to future employers. To make your practice more relevant, you can choose to work on projects that cover the most relevant domains.
SKILLS GAINED
……………………..
SKILLS GAINED
……………………..
Python Basics for Data Engineering
Framer is a web builder for creative pros. Be sure to check out framer.com to learn more.
Framer is a web builder for creative pros. Be sure to check out framer.com to learn more.
SKILLS GAINED
……………………..
Database Management using SQL
Python Basics for Data Engineering
NoSQL Mastery with MongoDB
Big Data with Hadoop and Spark
Framer is a web builder for creative pros. Be sure to check out framer.com to learn more.
Framer is a web builder for creative pros. Be sure to check out framer.com to learn more.
SKILLS GAINED
……………………..
AWS Tech Essentials
AWS Certified Data Engineer – Associate
Azure Fundamentals
Azure Data Engineer (DP-203)
Data Engineering Capstone Project
Framer is a web builder for creative pros. Be sure to check out framer.com to learn more.
Framer is a web builder for creative pros. Be sure to check out framer.com to learn more.
SKILLS GAINED
……………………..
NoSQL Mastery with MongoDB
Master the concepts of NoSQL and MongoDB to manage semi-structured and unstructured data. Gain hands-on skills in schema design, indexing, performance optimization, and integration into modern data pipelines.
Concepts Learned:
NoSQL database fundamentals and MongoDB architecture
Document structures and schema design
CRUD operations, querying, and aggregation
Indexing strategies for performance
Security, authentication, and access control
Scalability, replication, and sharding
Integration of MongoDB with data engineering workflows
SKILLS GAINED
……………………..
Big Data with Hadoop and Spark
Learn the Hadoop ecosystem and Spark framework to process, analyze, and manage massive datasets. Build data ingestion pipelines, perform distributed computing, and apply machine learning with Spark ML.
Concepts Learned:
Hadoop architecture (HDFS, YARN, MapReduce)
Hive, Pig, HBase, Sqoop, and Flume for data management
Data ingestion with Sqoop, Flume, and Kafka
Apache Spark RDDs, DataFrames, and SQL operations
Real-time data streaming with Spark Structured Streaming
Spark GraphX and GraphFrames for graph data processing
Machine Learning with Spark ML
SKILLS GAINED
……………………..
AWS Tech Essentials
Gain foundational knowledge of AWS cloud services and learn how to deploy, secure, and manage workloads. Build hands-on expertise in compute, storage, networking, and serverless services.
Concepts Learned:
AWS cloud concepts, services, and console navigation
Compute with EC2, Lambda, and autoscaling
Storage with S3, EBS, and content delivery
Identity and Access Management (IAM)
Networking and Virtual Private Clouds (VPC)
Managed databases and pricing models
SKILLS GAINED
……………………..
AWS Certified Data Engineer – Associate
Prepare for the AWS Certified Data Engineer – Associate exam by mastering data pipelines, cloud storage, and advanced data processing with AWS services. Gain the expertise needed for real-world data engineering in AWS.
Concepts Learned:
Data engineering fundamentals and AWS ecosystem
Data modeling and quality assurance
Compute services (EC2, Lambda, Batch, ECS, EKS)
Databases: DynamoDB, RDS, Redshift
Data lakes and analytics: Athena, Glue, Spark, Kinesis
Migration, security, and compliance in AWS
Developer tools (CLI, CDK) and governance frameworks
SKILLS GAINED
……………………..
Azure Fundamentals
Learn the essentials of Microsoft Azure and cloud computing. Understand services, deployment models, security, and compliance while building and managing applications on the Azure platform.
Concepts Learned:
Core Azure services (VMs, storage, web apps, databases)
Cloud models: Public, private, and hybrid
Azure AD and identity management
Pricing, support, and compliance
Deploying databases and applications on Azure
SKILLS GAINED
……………………..
Data Engineering Capstone Project
The data engineering capstone project will allow you to implement the skills you learned throughout this program. Through dedicated mentoring sessions, you’ll learn how to solve real-world, industry-aligned data engineering challenges, from setting up configuration, ETL, data streaming, and data analysis to data visualization. This project is the final step in the learning path and will enable you to showcase your expertise in data engineering to future employers. To make your practice more relevant, you can choose to work on projects that cover the most relevant domains.
SKILLS GAINED
……………………..
SKILLS GAINED
……………………..
Meet & Greet
Schedule a meeting with our Advisors and discuss all the opportunities at MCIT.
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Schedule a meeting with our Advisors and discuss all the opportunities at MCIT.
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Our financial partners offer loans and personalized support to local entrepreneurs and internationally trained professionals.
You can also apply with the government to get financial aid through the AFE loan program (Aide financière aux études/Student financial assistance).
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Our financial partners offer loans and personalized support to local entrepreneurs and internationally trained professionals.
You can also apply with the government to get financial aid through the AFE loan program (Aide financière aux études/Student financial assistance).
➔ Attend an Info Session
➔ Meet an Advisor
➔ Submit Documents
➔ Get Scholarship
➔ Begin your Career
Attend an infosession
Scholarships
Financial Aid
Scholarships
Scholarships
Admission process
Eligibility
Our financial partners offer loans and personalized support to local entrepreneurs and internationally trained professionals.
You can also apply with the government to get financial aid through the AFE loan program (Aide financière aux études/Student financial assistance).
➔ Attend an Info Session
➔ Meet an Advisor
➔ Submit Documents
➔ Get Scholarship
➔ Begin your Career
Attend an infosession
Scholarships
Scholarships
Financial Aid
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Admission
process
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Explore flexible options to support your education.
Government Loans
Apply through Quebec’s AFE
(Aide financière aux études) program.
Partner Loans
Access tailored loan solutions for:
Local entrepreneurs
Internationally trained professionals
Career-focused students
Need Help Applying?
Our team offers personalized guidance and support throughout the process.
Finance info >>
Attend an infosession
Scholarships
Financial Aid
Financial Aid
Admission
process
Eligibility
Financial Aid
Explore flexible options to support your education.
Government Loans
Apply through Quebec’s AFE
(Aide financière aux études) program.
Partner Loans
Access tailored loan solutions for:
Local entrepreneurs
Internationally trained professionals
Career-focused students
Need Help Applying?
Our team offers personalized guidance and support throughout the process.
Finance info >>
Attend an infosession
Scholarships
Financial Aid
Financial Aid
Admission
process
Eligibility
Financial Aid
Explore flexible options to support your education.
Government Loans
Apply through Quebec’s AFE
(Aide financière aux études) program.
Partner Loans
Access tailored loan solutions for:
Local entrepreneurs
Internationally trained professionals
Career-focused students
Need Help Applying?
Our team offers personalized guidance and support throughout the process.
Finance info >>
Attend an infosession
Become job ready
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Resume preperation
Networking Events

Resume Preperation
interview Preperation
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Craft a Winning Resume & Land Your Dream Job Faster!
Your resume is your first impression on potential employers
Join our Resume Preparation Workshop to learn how to create a standout resume that highlights your skills, experience, and strengths in a way that grabs employers’ attention.
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interview Preperation
Portfolio
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Craft a Winning Resume & Land Your Dream Job Faster!
Your resume is your first impression on potential employers
Join our Resume Preparation Workshop to learn how to create a standout resume that highlights your skills, experience, and strengths in a way that grabs employers’ attention.
Attend an infosession
Resume preperation
Networking Events

Resume Preperation
interview Preperation
Portfolio
Preparation
Craft a Winning Resume & Land Your Dream Job Faster!
Your resume is your first impression on potential employers
Join our Resume Preparation Workshop to learn how to create a standout resume that highlights your skills, experience, and strengths in a way that grabs employers’ attention.
Attend an infosession
Networking Events
Financial Aid

Resume Preperation
Interview
Preperation
Portfolio
Preparation
Resume preperation
Our financial partners offer loans and personalized support to local entrepreneurs and internationally trained professionals.
You can also apply with the government to get financial aid through the AFE loan program (Aide financière aux études/Student financial assistance).
➔ Attend an Info Session
➔ Meet an Advisor
➔ Submit Documents
➔ Get Scholarship
➔ Begin your Career
Networking Events
Financial Aid

Resume Preperation
Interview
Preperation
Portfolio
Preparation
Resume preperation
Our financial partners offer loans and personalized support to local entrepreneurs and internationally trained professionals.
You can also apply with the government to get financial aid through the AFE loan program (Aide financière aux études/Student financial assistance).
➔ Attend an Info Session
➔ Meet an Advisor
➔ Submit Documents
➔ Get Scholarship
➔ Begin your Career
Networking Events
Financial Aid

Resume Preperation
Interview
Preperation
Portfolio
Preparation
Resume preperation
Our financial partners offer loans and personalized support to local entrepreneurs and internationally trained professionals.
You can also apply with the government to get financial aid through the AFE loan program (Aide financière aux études/Student financial assistance).
➔ Attend an Info Session
➔ Meet an Advisor
➔ Submit Documents
➔ Get Scholarship
➔ Begin your Career
Instructor Spotlight

Parminderjit Singh
Senior Data Architect.
Parminder Jit Singh, with over 17 years of experience, is a highly skilled professional in MS SQL Server Azure and related technologies. He specializes in MS BI (SSIS, SSAS, SSRS), SharePoint, SQL Query Analyzer, SQL Server Management Studio, and Business Intelligence Development Studio. Parminder's expertise in delivering essential IT solutions is matched by his accessible mentoring style, guiding aspiring professionals effectively.

Michel Chamoun
Data Science & Business Analyst
Michel is an expert AI developer and consultant who leverages skills in AI, data analysis, and optimization. He has built GenAI concepts using ChatGPT and implemented AI solutions on Microsoft Azure

Mojtaba Faramarzi
Applied Research Scientist
Mojtaba is a Ph.D. student in Machine Learning at the University of Montréal’s Mila institute and holds two master’s degrees—one in Machine Learning from Mila and another in Software Engineering from Concordia University. He has worked with leading companies such as Amazon, Microsoft, SAP, and Ericsson. With experience in both teaching (McGill) and industry, he helps students build critical thinking and real-world skills.

Zahid Hossain
EPM & Data Analytics Delivery Lead
A fleeting Industry expert with over a decade in Business Intelligence and Analytics spent primarily in Tableau BI applications, Microsoft Power BI, OAC, PBCS, Data management, OBIEE and Essbase mostly in the big four consulting firms. An MBA and IT graduate who combines business goals with technological prowess. Dispenses his passion for knowledge & learning through teaching Business Intelligence & Data methodologies to ardent aspirants.
Upon successful completion the college grants the student an AEC (Attestation d’études collégiale)
Business Intelligence and Visualization Analyst (LEA.CV)
-900 hrs-


Intructor spotlight

Parminderjit Singh
Senior Data Architect.
15 + Years
Parminder Jit Singh, with over 17 years of experience, is a highly skilled professional in MS SQL Server Azure and related technologies. He specializes in MS BI (SSIS, SSAS, SSRS), SharePoint, SQL Query Analyzer, SQL Server Management Studio, and Business Intelligence Development Studio. Parminder's expertise in delivering essential IT solutions is matched by his accessible mentoring style, guiding aspiring professionals effectively.

Mojtaba Faramarzi
Applied Research Scientist
10 + Years
Mojtaba is a Ph.D. student in Machine Learning at the University of Montréal’s Mila institute and holds two master’s degrees—one in Machine Learning from Mila and another in Software Engineering from Concordia University. He has worked with leading companies such as Amazon, Microsoft, SAP, and Ericsson. With experience in both teaching (McGill) and industry, he helps students build critical thinking and real-world skills.

Zahid Hossain
EPM & Data Analytics Delivery Lead
15 + Year
A fleeting Industry expert with over a decade in Business Intelligence and Analytics spent primarily in Tableau BI applications, Microsoft Power BI, OAC, PBCS, Data management, OBIEE and Essbase mostly in the big four consulting firms. An MBA and IT graduate who combines business goals with technological prowess. Dispenses his passion for knowledge & learning through teaching Business Intelligence & Data methodologies to ardent aspirants.
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Master Certificate in Data Engineering
Master Certificate in Data Engineering
Master Certificate in Data Engineering
Master Certificate in Data Engineering

Montreal College of Information Technology
200-1255 Robert-Bourassa Blvd.
Montreal, Quebec H3B 3B2
+1 514 312 2383
info@montrealcollege.ca


Montreal College of Information Technology
Collège des technologies de l’information de Montréal
200-1255 Robert-Bourassa Blvd.
Montreal, Quebec H3B 3B2
+1 514 312 2383
info@montrealcollege.ca


Montreal College of Information Technology
Collège des technologies de l’information de Montréal
200-1255 Robert-Bourassa Blvd.
Montreal, Quebec H3B 3B2
+1 514 312 2383
info@montrealcollege.ca


Montreal College of Information Technology
Collège des technologies de l’information de Montréal
200-1255 Robert-Bourassa Blvd.
Montreal, Quebec H3B 3B2
+1 514 312 2383
info@montrealcollege.ca

