Comparison

SPARK Developer Exam Prep vs Databricks ML Associate Practi

Price, ratings, monetisation and update history for both apps, side by side โ€” with what reviewers say about each.

Head to head
About

SPARK Developer Exam Prep

Features
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PASS YOUR DATABRICKS CERTIFIED ASSOCIATE DEVELOPER FOR APACHE SPARK EXAM Master big data engineering with 500+ practice questions designed to get you certified on your first attempt. 500+ practice questions 5-minute study sessions Track your progress Remove mastered questions Text-to-speech support Dark mode available WHY GET CERTIFIED? Databricks-certified data engineers earn up to $203K annually (Skillsoft 2024). Organizations worldwide rely on Apache Spark to process petabytes of data, making this certification your gateway to high-demand big data roles. WHAT YOU'LL MASTER: โ€ข Apache Spark architecture with driver and executor components โ€ข PySpark DataFrame API including transformations and actions โ€ข Spark SQL operations with temporary and global views โ€ข DAG optimization and Catalyst query optimizer internals โ€ข Narrow vs wide transformations and their performance impacts โ€ข Shuffle operations and partition-level data movement โ€ข Unified Memory Model for execution and storage management โ€ข Partition tuning strategies for optimal cluster utilization โ€ข Structured Streaming for real-time data processing โ€ข Spark Connect for client-server architecture patterns โ€ข Pandas API on Spark for distributed Python workflows โ€ข SparkSession and SparkContext configuration best practices โ€ข Executor memory and core allocation strategies โ€ข Performance troubleshooting with Spark UI and metrics โ€ข Broadcast joins, coalesce, and repartition operations STUDY ANYWHERE: Coffee breaks. Commutes. Lunch hours. Turn dead time into Apache Spark expertise. Download now. Pass your exam. Master big data engineering.

About

Databricks ML Associate Practi

Features
Read full description

Databricks ML Associate gives you focused mobile practice built around Databricks Certified Machine Learning Associate. Use the app to: - answer more daily questions - target your weakest domain - review explanations and source-backed answers - track exam readiness over time - move into longer timed practice sessions The website gives you a clean daily sample. The app gives you the fuller study flow, larger rotating bank, and better progress tracking. Terms of Use (EULA): https://www.apple.com/legal/internet-services/itunes/dev/stdeula/ Privacy Policy: https://dotcreds.com/privacy.html

Screenshots

SPARK Developer Exam Prep3 screens
Databricks ML Associate Practi4 screens

Verdict

The call

The clearest difference is in-app purchases: SPARK Developer Exam Prep at none against Databricks ML Associate Practi's 3. Databricks ML Associate Practi's advantage is update cadence (every 5 weeks vs every 4 months). On price, ads, device support and iOS requirement there is nothing between them.

Scored on Price ยท Rating ยท Positive reviews ยท Number of ratings ยท Update frequency ยท Ads ยท In-app purchases ยท Monetization ยท Best chart rank ยท Devices ยท Requires iOS

CostPrice ยท In-app purchases ยท Ads ยท Monetization

Both are free to download. Databricks ML Associate Practi sells 3 in-app purchases, starting at $6.99 per month. SPARK Developer Exam Prep asks for nothing beyond the download.

UpkeepUpdate frequency

SPARK Developer Exam Prep ships an update every 4 months, Databricks ML Associate Practi every 5 weeks. The most recent releases landed on October 31, 2026 and October 25, 2026 respectively.

Scorecard2 real differences ยท 4 level
SPARK Developer Exam Prep versus Databricks ML Associate Practi: the parameters behind the verdict, then further details
ParameterSPARK Developer Exam PrepDatabricks ML Associate Practi
PriceFreeFree
Update frequencyEvery 4 monthsEvery 5 weeks โ€” better
AdsNoNo
In-app purchasesNo โ€” betterYes
DevicesiPhone, iPad, iPodiPhone, iPad, iPod
Requires iOS15.0 โ€” better15.1
Further details โ€” not scored
Size27 MB40 MB
Age rating4+4+
DeveloperDavy RaittThomas Baric

In-app purchases

None

SPARK Developer Exam Prep

No in-app purchases

3 purchases

Databricks ML Associate Practi

Subscriptions2
  • Linux / DevOps Access Bundle$6.991 Month
  • AI / Machine Learning Access Bundle$6.991 Month
One-time1
  • Databricks ML Associate Pro$4.99

Questions

Is SPARK Developer Exam Prep free?
SPARK Developer Exam Prep is free to download, with no in-app purchases.
Is Databricks ML Associate Practi free?
Databricks ML Associate Practi is free to download, with in-app purchases available.
Do SPARK Developer Exam Prep or Databricks ML Associate Practi have ads?
Neither SPARK Developer Exam Prep nor Databricks ML Associate Practi shows ads.
Which is updated more often, SPARK Developer Exam Prep or Databricks ML Associate Practi?
SPARK Developer Exam Prep ships an update every 4 months, and Databricks ML Associate Practi every 5 weeks. Most recently, SPARK Developer Exam Prep was updated on October 31, 2026 and Databricks ML Associate Practi on October 25, 2026.

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