Software Alternatives, Accelerators & Startups

DataMelt VS Aha! Develop

Compare DataMelt VS Aha! Develop and see what are their differences

Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

DataMelt logo DataMelt

DataMelt (DMelt), a free mathematics and data-analysis software for scientists, engineers and students.

Aha! Develop logo Aha! Develop

Take back your workflow with a fully extendable agile dev tool
  • DataMelt Landing page
    Landing page //
    2019-07-18

DataMelt is a Java program for statistics, general data analysis and data visualization. The program is often termed "computational platform" since it can be used with different programming languages (Java, Python, Groovy..). DataMelt is not limited to a single programming language. The program is used for numeric computation, statistics, analysis of large data volumes ("big data") and scientific visualization. Full description: https://handwiki.org/wiki/Software:DataMelt

  • Aha! Develop Landing page
    Landing page //
    2023-05-16

DataMelt

$ Details
freemium
Platforms
Linux Windows Mac OSX Java Cross Platform
Release Date
2020 June

Aha! Develop

Website
aha.io
$ Details
-
Platforms
-
Release Date
-
Categories -

DataMelt features and specs

  • Versatility
    DataMelt supports a wide range of programming languages including Java, Jython, Groovy, and JRuby, making it versatile for users familiar with different coding environments.
  • Rich Libraries
    It offers a comprehensive set of scientific libraries for numerical computation, data analysis, and visualization, which can be beneficial for complex scientific research and data processing tasks.
  • Cross-Platform
    DataMelt is platform-independent, running on any operating system that supports Java, such as Windows, macOS, and Linux. This makes it accessible to a wide audience.
  • Integrated Development Environment
    DataMelt provides a powerful IDE that integrates coding, plotting, and visualization tools, streamlining the workflow for developers and researchers.
  • Free and Open Source
    The core functionality of DataMelt is available for free, which can be appealing to individuals and organizations looking for budget-friendly computational tools.

Aha! Develop features and specs

  • Seamless Integration with Aha! Roadmaps
    Aha! Develop integrates tightly with Aha! Roadmaps, allowing product and engineering teams to connect strategy, features, and development work in one unified platform, reducing the need for third-party integrations.
  • Flexible Agile Workflow Support
    The tool supports Scrum, Kanban, and custom workflows, giving engineering teams the flexibility to tailor boards, sprints, and processes to fit their specific development methodology.
  • Visual Reporting and Dashboards
    Aha! Develop offers robust, customizable reporting features including burndown charts, velocity reports, and dashboards that help teams track progress and identify bottlenecks in real time.
  • Strong Customization Options
    Users can customize fields, workflows, statuses, and templates extensively, allowing teams to adapt the tool to their unique processes rather than forcing them into a rigid structure.
  • Centralized Product and Engineering Alignment
    By linking epics, features, and development tasks, it helps bridge the gap between product management and engineering teams, improving visibility and alignment on priorities and timelines.

Possible disadvantages of Aha! Develop

  • Steep Learning Curve
    New users often find the platform complex and overwhelming initially, especially teams unfamiliar with the broader Aha! suite, requiring significant time investment to fully learn its features.
  • Pricing Can Be Expensive
    Aha! Develop's pricing structure, especially when bundled with Aha! Roadmaps for full functionality, can be costly for smaller teams or startups compared to other agile development tools.
  • Limited Standalone Value
    The tool is most powerful when used alongside Aha! Roadmaps, meaning teams that only need development tracking without the product management components may find it less compelling on its own.
  • Interface Can Feel Cluttered
    Some users report that the user interface, with its many features and options, can feel cluttered and less intuitive compared to simpler, more focused development tools like Jira or Linear.
  • Performance Issues with Large Datasets
    Teams managing very large backlogs or numerous projects have reported occasional slowdowns or lag when loading boards, reports, or filtering large volumes of data.

Analysis of Aha! Develop

Overall verdict

  • Aha! Develop is a solid choice for teams already invested in the Aha! ecosystem who need agile development and sprint management tightly integrated with product roadmapping, though it may feel like overkill or costly for small teams needing only basic issue tracking.

Why this product is good

  • Seamlessly integrates with Aha! Roadmaps for end-to-end product strategy to execution tracking
  • Supports agile frameworks like Scrum and Kanban with customizable workflows
  • Provides detailed reporting and analytics on sprint velocity, capacity, and progress
  • Enables clear alignment between engineering work and business goals/OKRs
  • Offers robust customization for fields, workflows, and templates
  • Strong integration options with tools like Jira, Slack, and GitHub

Recommended for

  • Product and engineering teams already using Aha! Roadmaps
  • Mid-to-large organizations needing tight alignment between product strategy and development execution
  • Teams practicing agile methodologies like Scrum or Kanban
  • Companies wanting unified visibility across product management and engineering
  • Organizations willing to invest in a premium tool for structured, scalable workflows

Category Popularity

0-100% (relative to DataMelt and Aha! Develop)
Technical Computing
100 100%
0% 0
Developer Tools
0 0%
100% 100
Office & Productivity
100 100%
0% 0
Startups
0 0%
100% 100

Questions & Answers

As answered by people managing DataMelt and Aha! Develop.

How would you describe the primary audience of your product?

DataMelt's answer

students and data scientists

What's the story behind your product?

DataMelt's answer

DataMelt has its roots in particle physics where data mining is a primary task. It was created as Software:jHepWork project in 2005 and it was initially written for data analysis for particle physics.

What makes your product unique?

DataMelt's answer

Multiplatform. Supports multiple programming languages: Java, Python (Jython), Groovy, Ruby

Why should a person choose your product over its competitors?

DataMelt's answer

Large database of examples and code snippets https://datamelt.org/code/

Who are some of the biggest customers of your product?

DataMelt's answer

Students at universities and data scientists.

Which are the primary technologies used for building your product?

DataMelt's answer

Java (JDK any new new release including JDK20)

User comments

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Reviews

These are some of the external sources and on-site user reviews we've used to compare DataMelt and Aha! Develop

DataMelt Reviews

  1. Great 3D graphics

    I like this DataMelt analysis program since it has many 2D/3D visualisation and a massive number of practical examples

Aha! Develop Reviews

We have no reviews of Aha! Develop yet.
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What are some alternatives?

When comparing DataMelt and Aha! Develop, you can also consider the following products

LabPlot - LabPlot is a KDE-application for interactive graphing and analysis of scientific data.

SciDaVis - SciDAVis is a free application for Scientific Data Analysis and Visualization.

RJS Graph - RJS Graph is an artificial intelligence-based data management platform that allows users or developers to organize the data by manipulating the binaries, scientific, mathematical, and other insights with accurate results.

Aveloy Graph - Aveloy Graph is an application for graph creation / data visualization

IGOR Pro - Technical graphing and data analysis for Macintosh and Windows.

DPlot - DPlot graphing software lets scientists and engineers graph, plot, analyze, and manipulate data.