Apache Arrow Data
Data & ScienceARROW commonly denotes Arrow IPC data. IPC has sequential stream and random-access file formats; readers are not interchangeable. Identify the producer format/schema before choosing a reader.
- What it is used for
- Exchange of typed column data and record batches
- What the file contains
- Binary data
All sections, questions and sources
Content reviewed: · Editor:Kai
Opening steps
Choose your environment or purpose to see its steps.
Menu labels and support vary by app, OS and version. Preserve the original before making changes.
Troubleshooting by symptom
- File reader fails: check stream format or incomplete transfer.
- Missing rows: inspect batch handling and selected range.
- Memory growth: distinguish zero-copy reads from allocating table conversions.
- File reader rejects it: inspect stream/file framing mismatch.
- Only some data appears: inspect complete batch iteration and transfer.
- Unsupported type: inspect extension/compression and library requirements.
Arrow IPC → Parquet / CSV
- Read the required batches with the correct reader; record schema/counts.
- Use a suitable exporter and compare nulls, nested data and timestamps.
- Communicate framing/schema and validate counts across all batches.
Stream/file conversion requires reading and rewriting; CSV does not retain equivalent types/batch structure.
File and stream reading methods
A reader expecting file framing/footer can reject a stream; identify the producer’s framing.
Source for these steps:Apache Software Foundation · Streaming, Serialization, and IPC / Apache Software Foundation · Feather File Format
Validate types and the complete batch sequence
The first readable batch does not establish completeness; total required rows.
Dictionary/extension types can change during conversion; preserve values and schema.
Source for these steps:Apache Software Foundation · Streaming, Serialization, and IPC / Apache Software Foundation · Feather File Format
Related-format differences
| Format | Main role | What to check |
|---|---|---|
| IPC file | File-framed IPC | File reader |
| IPC stream | Sequential IPC batches | Stream reader |
| Feather V2 | Uses IPC file framing | Different from V1 |
Handling and security
Preserve originals/schema descriptions and review size; follow producer specifications for unrelated ARROW uses.
Questions and answers
Are file and stream identical?
Access patterns and readers differ.
Does the suffix determine the reader?
Confirm how it was written.
Does zero-copy require no memory?
Subsequent processing/conversion may still allocate.
Is Arrow plain text like CSV?
IPC is structured binary data requiring a compatible reader.
Can I rename Arrow to Feather?
V2 relates to IPC file framing, but streams and V1 differ.
Format facts: name, steward and MIME type
- Formal name
- Apache Arrow IPC file or stream (common .arrow use)
- Steward / specification
- Apache Software Foundation
- MIME type
- Depends on the producer or server; an extension alone does not establish a MIME type.
Primary and official sources
- Project documentationStreaming, Serialization, and IPC
Distinguishes IPC stream and file readers.
Apache Software Foundation · Link checked: - Project documentationFeather File Format
Explains Feather V2, Arrow IPC, compression and legacy format.
Apache Software Foundation · Link checked: