{"id":"c6fddc26-5448-402c-9261-aaf3d0d05bb4","shortId":"seAARS","kind":"skill","title":"144-java-data-oriented-programming","tagline":"Use when you need to apply data-oriented programming best practices in Java — including separating code (behavior) from data structures using records, designing immutable data with pure transformation functions, keeping data flat and denormalized with ID-based references, startin","description":"# Java Data-Oriented Programming Best Practices\n\nApply data-oriented programming in Java: separate data from behavior with records, use immutable data structures, pure functions for transformations, flat denormalized structures with ID references, generic-to-specific type conversion when needed, pure validation functions, and flexible generic data access layers. All transformations should be explicit, traceable, and composed of clear pure functional steps.\n\n**What is covered in this Skill?**\n\n- Separation of concerns: data structures (records, POJOs) vs behavior (utility classes, services)\n- Immutability: records, final fields, transformations produce new instances\n- Pure data transformations: functions depending only on inputs, no side effects\n- Flat and denormalized data: ID references instead of deep nesting\n- Generic until specific: Map<String,Object> for dynamic data, convert to records when processing\n- Data integrity: pure validation functions returning validation results\n- Flexible generic data access: generic CRUD interfaces, interchangeable implementations\n\n**Scope:** The reference is organized by examples (good/bad code patterns) for each core area. Apply recommendations based on applicable examples.\n\n## Constraints\n\nBefore applying any data-oriented programming recommendations, ensure the project compiles. Compilation failure is a blocking condition. After applying improvements, run full verification.\n\n- **MANDATORY**: Run `./mvnw compile` or `mvn compile` before applying any change\n- **SAFETY**: If compilation fails, stop immediately — do not proceed until resolved\n- **VERIFY**: Run `./mvnw clean verify` or `mvn clean verify` after applying improvements\n- **BEFORE APPLYING**: Read the reference for detailed good/bad examples, constraints, and safeguards for each data-oriented programming pattern\n\n## When to use this skill\n\n- Improve the code with Data-Oriented Programming\n- Apply Data-Oriented Programming\n- Refactor the code with Data-Oriented Programming\n- Apply Data-Oriented Programming\n- Refactor the code with Data-Oriented Programming\n- Apply Data-Oriented Programming\n\n## Workflow\n\n1. **Compile project before data-oriented changes**\n\nRun `./mvnw compile` or `mvn compile` and stop immediately if compilation fails.\n\n2. **Read data-oriented reference and assess model design**\n\nRead `references/144-java-data-oriented-programming.md` and identify candidates for data/behavior separation and immutable transformations.\n\n3. **Apply data-oriented refactorings**\n\nImplement selected improvements using records, pure transformation functions, flat structures, and explicit validation.\n\n4. **Verify with full build**\n\nRun `./mvnw clean verify` or `mvn clean verify` after applying improvements.\n\n## Reference\n\nFor detailed guidance, examples, and constraints, see [references/144-java-data-oriented-programming.md](references/144-java-data-oriented-programming.md).","tags":["144","java","data","oriented","programming","cursor","rules","jabrena","agent-skills","ai-skills","claude","claude-code"],"capabilities":["skill","source-jabrena","skill-144-java-data-oriented-programming","topic-agent-skills","topic-ai-skills","topic-claude","topic-claude-code","topic-claude-code-skills","topic-claude-code-subagents","topic-claude-skills","topic-cursor-agent","topic-cursor-ai","topic-cursor-skills","topic-cursorai","topic-github-copilot"],"categories":["cursor-rules-java"],"synonyms":[],"warnings":[],"endpointUrl":"https://skills.sh/jabrena/cursor-rules-java/144-java-data-oriented-programming","protocol":"skill","transport":"skills-sh","auth":{"type":"none","details":{"cli":"npx skills add jabrena/cursor-rules-java","source_repo":"https://github.com/jabrena/cursor-rules-java","install_from":"skills.sh"}},"qualityScore":"0.631","qualityRationale":"deterministic score 0.63 from registry signals: · indexed on github topic:agent-skills · 362 github stars · SKILL.md body (2,919 chars)","verified":false,"liveness":"unknown","lastLivenessCheck":null,"agentReviews":{"count":0,"score_avg":null,"cost_usd_avg":null,"success_rate":null,"latency_p50_ms":null,"narrative_summary":null,"summary_updated_at":null},"enrichmentModel":"deterministic:skill-github:v1","enrichmentVersion":1,"enrichedAt":"2026-04-26T12:53:35.676Z","embedding":null,"createdAt":"2026-04-18T22:02:04.916Z","updatedAt":"2026-04-26T12:53:35.676Z","lastSeenAt":"2026-04-26T12:53:35.676Z","tsv":"'/mvnw':237,259,342,399 '1':333 '144':1 '2':353 '3':374 '4':393 'access':97,184 'appli':12,55,204,212,230,243,267,270,301,314,327,375,407 'applic':208 'area':203 'assess':360 'base':45,206 'behavior':24,65,126 'best':17,53 'block':227 'build':397 'candid':367 'chang':245,340 'class':128 'clean':260,264,400,404 'clear':108 'code':23,198,295,308,321 'compil':222,223,238,241,248,334,343,346,351 'compos':106 'concern':120 'condit':228 'constraint':210,278,415 'convers':87 'convert':168 'core':202 'cover':114 'crud':186 'data':4,14,26,32,38,50,57,63,70,96,121,139,152,167,173,183,215,284,298,303,311,316,324,329,338,356,377 'data-ori':13,49,56,214,283,297,302,310,315,323,328,337,355,376 'data/behavior':369 'deep':157 'denorm':41,77,151 'depend':142 'design':30,362 'detail':275,411 'dynam':166 'effect':148 'ensur':219 'exampl':196,209,277,413 'explicit':103,391 'fail':249,352 'failur':224 'field':133 'final':132 'flat':39,76,149,388 'flexibl':94,181 'full':233,396 'function':36,73,92,110,141,177,387 'generic':83,95,159,182,185 'generic-to-specif':82 'good/bad':197,276 'guidanc':412 'id':44,80,153 'id-bas':43 'identifi':366 'immedi':251,349 'immut':31,69,130,372 'implement':189,380 'improv':231,268,293,382,408 'includ':21 'input':145 'instanc':137 'instead':155 'integr':174 'interchang':188 'interfac':187 'java':3,20,48,61 'java-data-oriented-program':2 'keep':37 'layer':98 'mandatori':235 'map':162 'model':361 'mvn':240,263,345,403 'need':10,89 'nest':158 'new':136 'object':164 'organ':194 'orient':5,15,51,58,216,285,299,304,312,317,325,330,339,357,378 'pattern':199,287 'pojo':124 'practic':18,54 'proceed':254 'process':172 'produc':135 'program':6,16,52,59,217,286,300,305,313,318,326,331 'project':221,335 'pure':34,72,90,109,138,175,385 'read':271,354,363 'recommend':205,218 'record':29,67,123,131,170,384 'refactor':306,319,379 'refer':46,81,154,192,273,358,409 'references/144-java-data-oriented-programming.md':364,417,418 'resolv':256 'result':180 'return':178 'run':232,236,258,341,398 'safeguard':280 'safeti':246 'scope':190 'see':416 'select':381 'separ':22,62,118,370 'servic':129 'side':147 'skill':117,292 'skill-144-java-data-oriented-programming' 'source-jabrena' 'specif':85,161 'startin':47 'step':111 'stop':250,348 'string':163 'structur':27,71,78,122,389 'topic-agent-skills' 'topic-ai-skills' 'topic-claude' 'topic-claude-code' 'topic-claude-code-skills' 'topic-claude-code-subagents' 'topic-claude-skills' 'topic-cursor-agent' 'topic-cursor-ai' 'topic-cursor-skills' 'topic-cursorai' 'topic-github-copilot' 'traceabl':104 'transform':35,75,100,134,140,373,386 'type':86 'use':7,28,68,290,383 'util':127 'valid':91,176,179,392 'verif':234 'verifi':257,261,265,394,401,405 'vs':125 'workflow':332","prices":[{"id":"37a83d41-e013-4899-bf81-45ed9bac39ce","listingId":"c6fddc26-5448-402c-9261-aaf3d0d05bb4","amountUsd":"0","unit":"free","nativeCurrency":null,"nativeAmount":null,"chain":null,"payTo":null,"paymentMethod":"skill-free","isPrimary":true,"details":{"org":"jabrena","category":"cursor-rules-java","install_from":"skills.sh"},"createdAt":"2026-04-18T22:02:04.916Z"}],"sources":[{"listingId":"c6fddc26-5448-402c-9261-aaf3d0d05bb4","source":"github","sourceId":"jabrena/cursor-rules-java/144-java-data-oriented-programming","sourceUrl":"https://github.com/jabrena/cursor-rules-java/tree/main/skills/144-java-data-oriented-programming","isPrimary":false,"firstSeenAt":"2026-04-18T22:02:04.916Z","lastSeenAt":"2026-04-26T12:53:35.676Z"}],"details":{"listingId":"c6fddc26-5448-402c-9261-aaf3d0d05bb4","quickStartSnippet":null,"exampleRequest":null,"exampleResponse":null,"schema":null,"openapiUrl":null,"agentsTxtUrl":null,"citations":[],"useCases":[],"bestFor":[],"notFor":[],"kindDetails":{"org":"jabrena","slug":"144-java-data-oriented-programming","github":{"repo":"jabrena/cursor-rules-java","stars":362,"topics":["agent-skills","ai-skills","claude","claude-code","claude-code-skills","claude-code-subagents","claude-skills","cursor-agent","cursor-ai","cursor-skills","cursorai","github-copilot","intellij-idea","java","prompting","system-prompts"],"license":"apache-2.0","html_url":"https://github.com/jabrena/cursor-rules-java","pushed_at":"2026-04-26T12:50:01Z","description":"A curated and opinionated collection of Skills and Agents to be used in modern SDLC workflows for Java Enterprise development with your favorite AI Agent harness.","skill_md_sha":"1309acc559680f7a5f5a3d4085feb565b0afe8b0","skill_md_path":"skills/144-java-data-oriented-programming/SKILL.md","default_branch":"main","skill_tree_url":"https://github.com/jabrena/cursor-rules-java/tree/main/skills/144-java-data-oriented-programming"},"layout":"multi","source":"github","category":"cursor-rules-java","frontmatter":{"name":"144-java-data-oriented-programming","license":"Apache-2.0","description":"Use when you need to apply data-oriented programming best practices in Java — including separating code (behavior) from data structures using records, designing immutable data with pure transformation functions, keeping data flat and denormalized with ID-based references, starting with generic data structures converting to specific types when needed, ensuring data integrity through pure validation functions, and creating flexible generic data access layers. This should trigger for requests such as Improve the code with Data-Oriented Programming; Apply Data-Oriented Programming; Refactor the code with Data-Oriented Programming; Apply Data-Oriented Programming; Refactor the code with Data-Oriented Programming. Part of cursor-rules-java project"},"skills_sh_url":"https://skills.sh/jabrena/cursor-rules-java/144-java-data-oriented-programming"},"updatedAt":"2026-04-26T12:53:35.676Z"}}