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CSV to SQLite - Is it better to write records as they are being read
eechris · 2026-04-19 · via The Rust Programming Language Forum - Latest topics

April 18, 2026, 9:15pm 1

I have a rust program that reads a CSV file (approx 3000 rows with 5 pieces of data / row) and inserts it into an SQLite database. Currently I have one function that reads the CSV into a vector of structures and a second function that takes the vector and writes it to an SQLite database. It works. Does it make more sense to write the data to the SQL database as it is being read from the CSV file i.e. record by record, eliminating the need to create a large vector of structures?

mroth April 18, 2026, 9:34pm 2

It depends. It depends on your requirements. Only the requirements.

So ask yourself a few questions:

  • How large will the typical CSV file be?
  • Under realistic assumptions, how large could the largest CSV file be?
  • Will you always process files, or do you also need to read from a stream?
  • What are the memory constraints of the machine your tool runs on?
  • What are the processing constraints of the machine your tool runs on?
  • And so on.

Most importantly: what do you need now?

In this context, “now” could mean this week, this month, or this year. It depends on the environment your program runs in.

kpreid April 18, 2026, 9:39pm 3

There are various factors which can affect whether one or the other is more efficient, and it's difficult to say without taking measurements.

Ways writing all the records at once can be more efficient:

  • The CPU does not have to switch between executing code to read CSVs and executing code to write SQLite, potentially making better use of both instruction cache and data cache.
  • SQLite may be more efficient at writing multiple records in a single transaction. (I don't know if this is true).

Ways writing the records one at a time can be more efficient:

  • Whenever an item is added to a vector exceeding its capacity, the vector has to grow — copying the data into a new memory allocation. If you write the records one at a time, you don't need to do this copying.
  • The process takes less memory overall, so the operating system does not have to displace other potential uses of the memory (e.g. disk cache or other processes’ memory).

A frequently useful compromise between these modes of operation is to pick a number of records to be your buffer size, and read only up to that many records before switching to writing. However, before considering complicating things this way, you should measure the performance of both of the basic strategies, on large files and small files.

1 Like

mroth April 18, 2026, 9:48pm 4

It is true. Depending on whether Write-Ahead Logging is enabled, the difference can be enormous.