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Databricks Data Eng: Delta Lake & Streaming

The Data Engineering with Databricks SQL - Extended course by Koenig Original equips data engineers and analytics professionals with advanced skills to build and optimize reliable data pipelines on the Databricks platform, addressing the industry’s growing demand for certified data engineering talent—over 7,000 professionals have earned the Databricks Certified Data Engineer Associate credential since its launch. You’ll master data ingestion, transformation, and governance using Delta Lake and Unity Catalog, solving critical pain points in data reliability and pipeline efficiency.

Prepare for the Databricks Certified Data Engineer Associate exam with Koenig Original’s Guaranteed-to-Run training and 30-day lab access. Gain hands-on expertise in SQL-based ETL, Lakeflow Jobs, and CI/CD workflows to accelerate your career as a certified data engineer.

32 Hours (4 Days)
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27+ professionals trained

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1-on-1 USD 1,800
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Public Batch USD 1,400
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Self-Paced USD 199
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Course Overview

Data Engineering with Databricks SQL - Extended by Koenig Original is a comprehensive 4-day training program tailored for data engineers, data scientists, and IT professionals aiming to master modern data pipeline development on the Databricks Lakehouse Platform. This course provides in-depth coverage of core data engineering concepts including Delta Lake fundamentals, Spark SQL for ETL workflows, and Structured Streaming for real-time data processing. Participants gain hands-on experience building scalable data solutions using Databricks Notebooks, Delta Live Tables, and Databricks Jobs. With over 30+ years of training leadership, Koenig Solutions delivers this course with a Guaranteed-to-Run schedule, ensuring professionals can upskill efficiently. Demand for Databricks expertise is surging, with over 7,000 enterprises, including Fortune 500 companies, adopting the platform for cloud data analytics and AI workloads.

The curriculum integrates key technologies such as Delta Lake, Spark SQL, Databricks SQL, Unity Catalog, and Auto Loader within a cloud-based Databricks Workspace environment. Students engage in hands-on labs where they configure end-to-end data pipelines using the Medallion Architecture—ingesting raw data into Bronze tables, transforming it into Silver, and serving curated Gold-layer datasets. They build and optimize Delta tables, implement ACID transactions, manage schema evolution, and set up streaming pipelines with checkpointing and fault tolerance. Using Databricks SQL, learners create interactive dashboards and apply row- and column-level security through Unity Catalog. A real-world project involves orchestrating a multi-task job workflow with retry policies and email alerts, simulating production-grade data operations in a secure, collaborative environment.

This course prepares candidates for the Databricks Certified Data Engineer Associate certification, a widely recognized credential that validates expertise in building and maintaining data pipelines on the Databricks platform. Certified professionals report average salary increases of up to 25%, with data engineers earning between $95,000 and $130,000 annually in North America. Koenig Original distinguishes itself with 1-on-1 training options, official courseware, and hands-on labs that reinforce practical proficiency. By completing Data Engineering with Databricks SQL - Extended, learners position themselves for advanced roles in cloud data engineering, enabling organizations to derive actionable insights from large-scale data ecosystems.

What You'll Learn

Design Medallion Architecture data layers to build scalable pipelines capable of processing over 1TB of data per day.
Implement incremental data processing using Databricks Auto Loader to reduce ingestion latency by at least 40% compared to batch processing.
Manage Delta Live Tables pipelines to automate data workflows, achieving a 99.9% success rate in automated dependency resolution.
Optimize ETL workflows with Spark SQL to reduce query execution time by 30% through advanced partitioning and file pruning techniques.
Secure data assets using Unity Catalog to implement fine-grained access control, ensuring 100% compliance with organizational data governance policies.
Monitor and troubleshoot Databricks SQL dashboards to maintain system reliability, achieving a mean time to recovery (MTTR) of under 15 minutes for data quality incidents.

Skills You'll Gain

Databricks Lakehouse Platform Delta Lake Fundamentals Spark SQL Queries Databricks SQL Dashboards Medallion Architecture Delta Live Tables Structured Streaming Auto Loader Delta Lake ACID Transactions Databricks Jobs Delta Table Optimization Unity Catalog Access Control Delta Lake Time Travel Databricks Notebooks Delta Lake Schema Evolution Databricks SQL Queries Delta Lake Data Skipping

Prerequisites

Recommended knowledge before taking this course
  • Proficiency in SQL and relational data modeling.
  • Databricks Certified Data Engineer Associate certification or equivalent experience.
  • Working knowledge of Python or Scala for data manipulation.
  • Understanding of ETL/ELT pipeline design principles.
  • Experience with Spark SQL for querying distributed datasets.
  • Familiarity with Delta Lake architecture, including ACID transactions and time travel.
  • Knowledge of the medallion architecture (bronze, silver, gold layers) for data organization.
  • Experience working with Databricks Runtime 10.4 LTS or higher.
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Certification Exam

Everything you need to know about the Databricks Data Eng: Delta Lake & Streaming certification exam

Exam Details
Exam Name
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
Not applicable
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Databricks Data Eng: Delta Lake & Streaming

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Course Curriculum

Structured learning with hands-on labs and real-world scenarios

1
Day 1– Mastering Databricks and Delta Lake Fundamentals
Databricks Lakehouse Platform Overview Data Engineering Roles in Databricks Databricks Workspace Core Components Delta Lake Technology Introduction Delta Lake Architecture and Storage Ensuring ACID Transactions Reliability Data Time Travel and Versioning Schema Evolution and Skipping Optimization
2
Day 2– Relational Data and Spark SQL Engineering
Relational Entities Design Principles Managing Tables and View Objects Managed vs External Table Strategies Databricks Catalog and Database Management Spark SQL Framework Essentials Advanced Data Querying with Spark ETL Pipelines via Databricks Notebooks UDF Implementation and Data Validation
3
Day 3– Streaming, Medallion Architecture, and Live Tables
Structured Streaming Fundamentals Explained Data Ingestion via Auto Loader Developing Scalable Stream Processing Pipelines Watermarking and Late Data Management Medallion Architecture Design Patterns Building Bronze, Silver, Gold Layers Delta Live Tables Framework Overview Managing Delta Live Tables Pipelines
4
Day 4– Orchestration, SQL Analytics, and Data Security
Databricks Jobs Orchestration Basics Scheduling Complex Multi-Task Workflows Configuring Retry Policies and Alerts Databricks SQL Analytics Introduction Executing High-Performance SQL Queries Creating and Sharing Insight Dashboards Unity Catalog Access Control Implementation Databricks Auditing and Compliance Protocols

What's Included in Your Training

Every enrollment comes packed with resources to maximise your learning and exam success

Career Outcomes

78%

of Databricks Data Eng: Delta Lake & Streaming certified professionals report career advancement within 6 months

Salary Impact

+28%

Average salary increase reported after obtaining the Databricks Data Eng: Delta Lake & Streaming certification

Typical Salary Range (Global)
Entry$90,000–$115,000
Mid$115,000–$145,000
Senior$145,000–$180,000

*Source: Glassdoor / LinkedIn 2025

Job Roles

6
  • Data Engineer
  • Databricks Data Engineer
  • Senior Data Engineer
  • Data Engineering Manager
  • Big Data Engineer
  • Analytics Engineer

Companies Hiring

5,000+
Databricks Microsoft Amazon Google Accenture Deloitte JPMorgan Chase Goldman Sachs Capgemini Infosys

and 5,000+ organizations worldwide seeking Databricks Data Eng: Delta Lake & Streaming certified professionals

Real Transformations

Course Student Reviews

Real results from IT professionals who trained with Koenig — rated 4.9/5 from 18,400+ verified reviews.

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    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

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    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

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    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

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    Business Intelligence Lead

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    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

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    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

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    AI Engineer

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    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

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    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified

Frequently Asked Questions

Everything you need to know about the Databricks Data Eng: Delta Lake & Streaming training course

Is the Databricks certification exam fee included in the Data Engineering with Databricks SQL - Extended course price?
The Databricks certification exam voucher is an optional add-on and excluded from the base tuition for the Data Engineering with Databricks SQL - Extended course. The exam costs USD 200 per attempt. Students may purchase vouchers via Koenig Solutions or Databricks directly, subject to local tax regulations.
What training formats are available for Data Engineering with Databricks SQL - Extended, and is the schedule Guaranteed-to-Run?
Koenig offers Data Engineering with Databricks SQL - Extended via live online, classroom, and self-paced Flexi formats. All public batches are Guaranteed-to-Run, meaning sessions proceed regardless of enrollment size. This ensures you can plan your professional development and travel arrangements with absolute, confirmed certainty.
How long is hands-on lab access provided for Data Engineering with Databricks SQL - Extended, and what environment is used?
Students of Data Engineering with Databricks SQL - Extended receive 30 days of access to cloud-based labs. This environment mirrors real-world Databricks workspaces, clusters, and notebooks. It allows you to master technical skills through practical application in a professional-grade, vendor-verified sandbox environment.
What is the rescheduling and cancellation policy for the Data Engineering with Databricks SQL - Extended course?
Koenig permits rescheduling Data Engineering with Databricks SQL - Extended without fees if requested 10+ days before the start. A 50% cancellation fee applies within 10 days. To maintain our Guaranteed-to-Run status, the same training session cannot be rescheduled more than once.
What is the format, question count, time limit, and passing score for the Databricks Certified Data Engineer Associate exam?
The Databricks Certified Data Engineer Associate exam features 45 multiple-choice questions with a 90-minute limit. The passing score is approximately 70%. This proctored assessment validates your technical proficiency across five core domains, including Delta Lake, Spark SQL, and advanced data pipeline optimization.
How long is the Databricks Certified Data Engineer Associate certification valid, and what is the renewal cost?
The Databricks Certified Data Engineer Associate certification remains valid for two years. Renewal requires passing the current exam version at the standard USD 200 fee. No separate recertification test exists; the credential expires if not renewed within the two-year window.
What post-training support does Koenig provide after completing Data Engineering with Databricks SQL - Extended?
Koenig offers 30 days of post-training support for Data Engineering with Databricks SQL - Extended. This includes access to course recordings, lab environments, and optional doubt-clearing sessions. You also receive a certificate of completion and specialized exam preparation materials to maximize your certification success.
What are the recommended prerequisites for the Data Engineering with Databricks SQL - Extended course?
Databricks recommends six months of hands-on platform experience before taking the exam associated with Data Engineering with Databricks SQL - Extended. Proficiency in SQL, basic programming, and fundamental data engineering concepts is highly recommended to ensure you gain maximum value from the curriculum.
What career impact can be expected after completing Data Engineering with Databricks SQL - Extended and certification?
Professionals with Databricks certification earn an average of $135,000, reflecting a $10,000 premium over non-certified peers per 2026 industry data. Certification validates high-demand skills in Delta Lake and Spark SQL, directly driving career advancement, internal promotions, and increased visibility within the global job market.
How does Data Engineering with Databricks SQL - Extended compare to self-study for certification success?
Data Engineering with Databricks SQL - Extended delivers 32 hours of expert-led instruction and labs, achieving certification readiness in 4 weeks. Self-study typically requires 4-6 weeks. Our guided approach ensures higher success rates through immediate, real-time doubt resolution and structured, professional-grade practical experience.
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