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// Compare

Prepshotz vs LeetCode & DataLemur

All three let you write real SQL and grade it by running it. The difference is the loop around it:LeetCode is an algorithm-first catalog with a SQL section, DataLemur is a curated bank of SQL and data-science interview questions, and Prepshotz wraps each problem in teaching - a concept primer, a hint ladder, and feedback tied to your actual output - and adapts to the mistakes you keep making. It is free during beta.

// Side by side

How they compare

How Prepshotz compares to other tools
FeaturePrepshotzLeetCodeDataLemur
Main focusLearn-by-doing + interview prep across SQL, Python, JavaScript & TypeScriptAlgorithms & data structures, with a Database (SQL) sectionSQL & data-science interview questions
How you practiceWrite real SQL in a browser editor; graded by running it against a real databaseWrite SQL/code; run against test casesWrite SQL; run against the question’s dataset
Teaching built inConcept primers, a 3-step hint ladder, and failure feedback tied to your actual outputCommunity solutions, discussion & editorialsFree SQL tutorial + solutions
Adapts to your mistakesYes - a review queue resurfaces the weak spots you keep missingNo - fixed catalogNo - fixed question bank
Catalog sizeSmaller, and growing - four languages today, no Java, C++ or C#Very largeFocused SQL & data-science bank
Runs fully in the browserYes - editor, database & grading, nothing to installYesYes
PriceFree during beta; 5 goal-built tracks per accountFree tier; paid PremiumFree questions; paid tier
Best forLearning SQL by doing, with feedback that adapts to youBroad software-engineering (algorithm) interview prepCompany-style SQL / data-science interview drilling

Competitor details reflect each tool’s general positioning; check their sites for current features and pricing.

// An honest take

When to use each

Reach for LeetCode

When your goal is broad software-engineering interview prep. Its strength is a large, well-known algorithms-and-data-structures library and an active community - SQL is one section within that bigger picture.

Reach for DataLemur

When you want to drill SQL and data-science interview questions modeled on real company questions, backed by a free SQL tutorial. A focused question bank for data-analyst and data-scientist prep.

Reach for Prepshotz

When you want to learn SQL by doing - not just test yourself. Every problem comes with a concept primer, a hint ladder that nudges before it solves, and failure feedback tied to your actual query output, plus a review queue that brings your weak spots back. Free during beta.

// The difference

Teaching and adaptivity, not just a catalog

A fixed catalog tells you whether you got it right. Prepshotz is built to get you to right: it explains the concept, nudges you with a hint ladder before it ever shows the answer, and when you miss it puts your output next to the expected one with a plain-English reason. The engine then brings your weak spots back at the right time so they stick.

The practice-and-grade loop, weak-spot review and describe-your-own-goal tracks are all live today; goal-built tracks are capped at 5 per account during the beta. See how it works or the SQL interview prep guide.

// Questions

Prepshotz vs LeetCode vs DataLemur - FAQ

01Is Prepshotz a good LeetCode alternative for practicing SQL?

Yes, if SQL is your focus. LeetCode is algorithm-first with a separate SQL section and a large fixed catalog; Prepshotz is SQL-first and grades every query by running it against a real database, with concept primers, a hint ladder, and feedback tied to your actual output. Use LeetCode for broad coding-interview breadth; use Prepshotz to learn SQL by doing with teaching built in.

02Prepshotz vs DataLemur - what is the difference?

Both focus on SQL and run your queries for real. DataLemur is a curated bank of SQL and data-science interview questions modeled on real company questions, with a free SQL tutorial. Prepshotz adds a teaching loop around each problem - a concept primer, a hint ladder that nudges before it solves, and failure feedback grounded in your run output - plus a review queue that brings back the mistakes you keep making.

03Does Prepshotz have algorithm and data-structure problems like LeetCode?

Yes. Algorithms and data structures are live in Python, JavaScript and TypeScript, graded by running your solution against a test suite. LeetCode’s catalog is far larger and has a much bigger solution community, so pick it for breadth; pick Prepshotz if you want fewer problems with teaching, hints and weak-spot review built around them. Prepshotz has no Java, C++ or C# yet.

04Is Prepshotz free?

Yes - it is completely free while in beta. There is no pricing page yet and no credit card required. You sign in with your email address and a one-time code. The one beta limit is 5 goal-built tracks per account, and a track cannot be deleted afterwards.

05Do you write real SQL, or is it multiple choice?

Real SQL. You write queries in a proper in-browser editor, hit Run, and your query executes against a real database - the result is compared to the expected answer. No multiple choice and no opinion: it either runs and matches or it does not.

Practice SQL the way the job grades it.

Free while we're in beta.