Software Alternatives, Accelerators & Startups

Dataset Search VS Aha! Develop

Compare Dataset Search VS Aha! Develop and see what are their differences

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Dataset Search logo Dataset Search

Making it easier to discover datasets. Made by Google.

Aha! Develop logo Aha! Develop

Take back your workflow with a fully extendable agile dev tool
  • Dataset Search Landing page
    Landing page //
    2023-06-13
  • Aha! Develop Landing page
    Landing page //
    2023-05-16

Dataset Search features and specs

  • Wide Range of Datasets
    Dataset Search provides access to a wide variety of datasets from various domains, making it a versatile tool for researchers and data enthusiasts.
  • Unified Search Experience
    The platform aggregates datasets from different sources, offering a consolidated search experience similar to Google's traditional search engine.
  • Dataset Metadata
    It provides rich metadata about datasets, including descriptions, creators, and terms of use, which can help users assess the relevance and quality of data before using it.
  • Discoverability
    Google's robust search capabilities enhance discoverability, making it easier for users to find specific datasets amidst vast information.
  • Free Access
    Dataset Search is freely accessible, allowing users from various backgrounds to explore datasets without financial barriers.

Possible disadvantages of Dataset Search

  • Reliance on External Sources
    The platform depends on datasets being hosted externally, meaning availability and reliability can vary depending on the managing institution or individual.
  • Limited Control Over Content
    Google does not regulate the content or quality of datasets, which might lead users to encounter incomplete, outdated, or low-quality datasets.
  • Metadata Inconsistencies
    There can be inconsistencies in how dataset metadata is presented since it is sourced from various providers with different standards.
  • Search Precision
    While the search engine is robust, not all queries return highly precise results, potentially making it difficult for users to find niche datasets easily.
  • No Direct Data Hosting
    Google Dataset Search does not host datasets directly, which may require users to visit and navigate external sites to access the full dataset.

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

Dataset Search videos

Google Dataset Search REVIEW

Aha! Develop videos

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Category Popularity

0-100% (relative to Dataset Search and Aha! Develop)
Developer Tools
97 97%
3% 3
Tech
100 100%
0% 0
Startups
0 0%
100% 100
Food And Beverage
100 100%
0% 0

User comments

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Social recommendations and mentions

Based on our record, Dataset Search seems to be more popular. It has been mentiond 52 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

Dataset Search mentions (52)

  • Mastering Dataset Acquisition: A Comprehensive Guide
    Google Dataset Search: Google's tool to help users find datasets stored across the web. Google Dataset Search. - Source: dev.to / over 2 years ago
  • Data Sheet of the Concentration of an IV drug in the blood
    While looking I found out google has a separate search engine for datasets: https://datasetsearch.research.google.com/ That might be helpful if you want to keep looking. Source: over 2 years ago
  • Where do you get your data when you have an obscure idea for a dashboard?
    For more researchy bits : https://datasetsearch.research.google.com/ Kaggle is the go-to for sure. Https://www.makeovermonday.co.uk/data/ The Makeover Mondays have gone on for so long, it has a good bank of fun data sets too by now. Source: about 3 years ago
  • Looking for news datasets from the last year or so
    Have you checked out Google's dataset search tool? https://datasetsearch.research.google.com/. Source: over 3 years ago
  • Any graduates of PUP?
    In my current work, we deal with Banking and Finance. Then try searching for datasets (Google Datasets or Kaggle) and try doing Exploratory Data Analysis -- univariate, bivariate, and multivariate. From your EDA, you can see interesting insights right away. Then from what gleamed, you decide on whether you'll do. It could be (but not limited to):. Source: over 3 years ago
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Aha! Develop mentions (0)

We have not tracked any mentions of Aha! Develop yet. Tracking of Aha! Develop recommendations started around May 2023.

What are some alternatives?

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

Fred & Farid - Download, graph, and track 672,000 economic time series from 89 sources.

data.world - The social network for data people

leadtodatabase.com - Find Verified Datasets

Wordbank - World Bank Open Data from The World Bank: Data

Commons Marketplace - A marketplace to find and publish open data sets.

OpenData - Citizen and Government Collaboration Made Easy