reflow VS sliding-window-aggregators

Compare reflow vs sliding-window-aggregators and see what are their differences.

reflow

A language and runtime for distributed, incremental data processing in the cloud (by grailbio)

sliding-window-aggregators

Reference implementations of sliding window aggregation algorithms (by IBM)
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reflow sliding-window-aggregators
7 2
952 41
-0.1% -
6.2 4.2
6 months ago 8 months ago
Go C++
Apache License 2.0 Apache License 2.0
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

reflow

Posts with mentions or reviews of reflow. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-05-17.
  • Jolie, the service-oriented programming language
    3 projects | news.ycombinator.com | 17 May 2021
    Reflow [1] is a similar attempt at a slightly different domain: bioinformatics and ETL pipelines. Reflow exposes a data model and programming model that reclaims programmability in these systems, and, by leaning on these abstractions, gives the runtime much more leeway to do interesting things. It unties the hands of the implementer.

    [1] https://github.com/grailbio/reflow

  • Data as a build system ?
    4 projects | /r/dataengineering | 26 Apr 2021
    https://github.com/grailbio/reflow is the closest that I know, as it has a design that resembles the Bazel build system.
  • Why isn't differential dataflow more popular?
    13 projects | news.ycombinator.com | 22 Jan 2021
    It seems Reflow falls in this category:

    https://github.com/grailbio/reflow

    > Reflow thus allows scientists and engineers to write straightforward programs and then have them transparently executed in a cloud environment. Programs are automatically parallelized and distributed across multiple machines, and redundant computations (even across runs and users) are eliminated by its memoization cache. Reflow evaluates its programs incrementally: whenever the input data or program changes, only those outputs that depend on the changed data or code are recomputed.

sliding-window-aggregators

Posts with mentions or reviews of sliding-window-aggregators. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-08-01.

What are some alternatives?

When comparing reflow and sliding-window-aggregators you can also consider the following projects:

differential-dataflow - An implementation of differential dataflow using timely dataflow on Rust.

rslint - A (WIP) Extremely fast JavaScript and TypeScript linter and Rust crate

ballista - Distributed compute platform implemented in Rust, and powered by Apache Arrow.

ploomber - The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️

timely-dataflow - A modular implementation of timely dataflow in Rust

lambdo - Feature engineering and machine learning: together at last!

odict - A blazingly-fast, offline-first format for lexical data 📖

diagnostics - Diagnostic tools for timely dataflow computations

blog - Some notes on things I find interesting and important.