# Robin Sparkless Documentation
This page is the **legacy doc index**. The full documentation is built with [MkDocs](https://www.mkdocs.org/) and published on [Read the Docs](https://robin-sparkless.readthedocs.io/). To build locally: `pip install -r docs/requirements.txt` then `mkdocs serve`.
## Python (Sparkless v4)
Documentation for the Python package mirrors the [Sparkless](https://sparkless.readthedocs.io/) readthedocs structure:
| [Python getting started](python_getting_started.md) | Installation, quick start, core features (DataFrame, SQL, windows), testing, lazy evaluation, next steps |
| [Package README](https://github.com/eddiethedean/robin-sparkless/blob/main/python/README.md) | Why Sparkless v4, Sparkless 3 vs 4.x, installation, API overview, backend, known limitations |
| [Migration (PySpark / Sparkless 3)](python_migration.md) | Switching from PySpark or Sparkless 3.x; Sparkless 3 vs 4.x table |
| [PySpark differences](PYSPARK_DIFFERENCES.md) | Known divergences and caveats (applies to both Rust and Python usage) |
## Rust and general
| [QUICKSTART](QUICKSTART.md) | Build, install, basic usage, optional features (SQL, Delta, JDBC), troubleshooting, benchmarks |
| [JDBC_TESTING](JDBC_TESTING.md) | JDBC setup for all backends (PostgreSQL, SQLite, MySQL, MariaDB, SQL Server, Oracle, DB2), Docker Compose, env vars, PySpark-compatible options |
| [EMBEDDING](EMBEDDING.md) | Embedding and bindings: prelude::embed, *_engine() API, schema helpers, traits; minimal FFI surface |
| [ROADMAP](ROADMAP.md) | Development roadmap and Sparkless integration phases |
| [RELEASING](RELEASING.md) | How to cut a release (version bump, tag, crates.io publish) |
| [CHANGELOG](https://github.com/eddiethedean/robin-sparkless/blob/main/CHANGELOG.md) | Version history and release notes |
| [PARITY_STATUS](PARITY_STATUS.md) | PySpark parity coverage matrix (159 fixtures; 3 plan fixtures; Phases 12–25 + signature alignment + gap closure) |
| [PYSPARK_DIFFERENCES](PYSPARK_DIFFERENCES.md) | Known divergences from PySpark (window, SQL, Delta, rand/randn semantics; DataFrame cube/rollup/write/saveAsTable and stubs; in-memory tables and catalog; Phase 8 + gap closure) |
| [ROBIN_SPARKLESS_MISSING](ROBIN_SPARKLESS_MISSING.md) | What Sparkless has and robin-sparkless does not (or stub only); XML/XPath/sentences deferred |
| [SIGNATURE_GAP_ANALYSIS](SIGNATURE_GAP_ANALYSIS.md) | PySpark vs robin-sparkless signature gap analysis (params, types, defaults) and recommendations |
| [SIGNATURE_ALIGNMENT_TASKS](SIGNATURE_ALIGNMENT_TASKS.md) | Checklist to align Python param names to PySpark (historical, for the previous Python bindings) |
| [CONVERTER_STATUS](CONVERTER_STATUS.md) | Sparkless → robin-sparkless fixture converter |
| [SPARKLESS_PARITY_STATUS](SPARKLESS_PARITY_STATUS.md) | Phase 5: pass/fail and failure reasons for converted fixtures |
| [FULL_BACKEND_ROADMAP](FULL_BACKEND_ROADMAP.md) | Phased plan to full Sparkless backend replacement (Phases 12–25 + gap closure; ~295+ functions, 159 fixtures, plan interpreter; Phase 26 crate publish, Phase 27 Sparkless integration) |
| [GAP_ANALYSIS_SPARKLESS_3.28](GAP_ANALYSIS_SPARKLESS_3.28.md) | Full gap analysis vs Sparkless 3.28.0 (installed API comparison) |
| [PARITY_CHECK_SPARKLESS_3.28](PARITY_CHECK_SPARKLESS_3.28.md) | Double-check parity: implemented vs gap (Feb 2026) |
| [PHASE15_GAP_LIST](PHASE15_GAP_LIST.md) | Function gap list (PYSPARK_FUNCTION_MATRIX vs robin-sparkless) |
| [SPARKLESS_INTEGRATION_ANALYSIS](SPARKLESS_INTEGRATION_ANALYSIS.md) | Sparkless backend replacement strategy, architecture, test conversion |
| [SPARKLESS_REFACTOR_PLAN](SPARKLESS_REFACTOR_PLAN.md) | Refactor plan for Sparkless (serializable logical plan) to prepare for robin backend |
| [READINESS_FOR_SPARKLESS_PLAN](READINESS_FOR_SPARKLESS_PLAN.md) | What robin-sparkless can do in parallel (plan interpreter, fixtures, API) before merge |
| [LOGICAL_PLAN_FORMAT](LOGICAL_PLAN_FORMAT.md) | Backend plan format (op list + payload shapes + expression tree) consumed by execute_plan; full expression support (all scalar functions in filter/select/withColumn) |
| [TEST_CREATION_GUIDE](TEST_CREATION_GUIDE.md) | How to add parity tests and convert Sparkless fixtures |
| [IMPLEMENTATION_STATUS](IMPLEMENTATION_STATUS.md) | Polars migration status, build & test status |