File design — record sizing: How should a file’s record length be selected for robust performance and storage efficiency?

Difficulty: Easy

Correct Answer: should be chosen to match the data characteristics

Explanation:


Introduction / Context:
File record length impacts storage overhead, access speed, and flexibility. The right choice depends on the nature of the data, access patterns, and update behavior in databases, log files, and structured binary formats.



Given Data / Assumptions:

  • Some workloads store homogeneous, fixed-size entries.
  • Other workloads store records with variable-length fields or sparse content.
  • Access patterns (random vs sequential) influence optimal layout.


Concept / Approach:

There is no one-size-fits-all rule. Fixed-length records favor constant-time indexing and simple offsets; variable-length records reduce internal fragmentation for heterogeneous data. Designers weigh update frequency, typical record size distribution, and the need for direct addressing.



Step-by-Step Solution:

Determine data characteristics: field sizes, optional fields, typical growth.If records are uniform, fixed length may maximize simplicity and speed.If records vary widely, variable length minimizes wasted space and improves packing.Therefore, match record length strategy to data characteristics.


Verification / Alternative check:

Database storage engines (heap files, slotted pages) and log-structured systems adopt designs based on observed data distributions, confirming the adaptive approach.



Why Other Options Are Wrong:

  • Always fixed / always variable: Absolutist and ignores workload diversity.
  • Depends upon file size: File size alone is not the key determinant.
  • None of the above: Incorrect because matching to data is correct.


Common Pitfalls:

Ignoring alignment and page size effects; neglecting update patterns that lead to fragmentation; overlooking the cost of pointers/offset tables for variable records.



Final Answer:

should be chosen to match the data characteristics

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