Software Alternatives, Accelerators & Startups

Active Admin VS Databricks

Compare Active Admin VS Databricks and see what are their differences

Active Admin logo Active Admin

The administration framework for business critical Ruby on Rails applications.

Databricks logo Databricks

Databricks provides a Unified Analytics Platform that accelerates innovation by unifying data science, engineering and business.โ€ŽWhat is Apache Spark?
  • Active Admin Landing page
    Landing page //
    2023-07-30
  • Databricks Landing page
    Landing page //
    2023-09-14

Active Admin features and specs

  • Rapid Development
    Active Admin allows for rapid development of back-end administration dashboards without having to code everything from scratch. It provides a default set of controllers, routes, and views that can be easily customized.
  • Rails Integration
    Built specifically for Ruby on Rails applications, Active Admin leverages Rails conventions and integrates seamlessly with its ecosystem, enabling a familiar and efficient development experience for Rails developers.
  • Rich Features
    Active Admin comes with a wide range of features like authentication, authorization, filtering, searching, and custom actions which can be customized to fit business requirements.
  • Community and Documentation
    Active Admin has a strong community and well-maintained documentation which provides support and resources for developers. The community contributes by sharing plugins and solutions to common problems.

Possible disadvantages of Active Admin

  • Customization Complexity
    Once you move beyond basic customizations, making extensive changes to the default behavior or appearance can be complex and require a deeper understanding of both Active Admin and Rails.
  • Performance
    Due to the abstraction and additional layers provided by Active Admin, it might not be the best choice for high-performance applications, especially when dealing with large datasets.
  • Dependency on Rails
    Active Admin is tightly coupled with Rails, which means it cannot be used for non-Rails applications, limiting its use for projects not based on this framework.
  • Version Compatibility
    As both Rails and Active Admin evolve, there might be compatibility issues between different versions, which could require upgrades or modifications in your existing codebase.

Databricks features and specs

  • Unified Data Analytics Platform
    Databricks integrates various data processing and analytics tools, offering a unified environment for data engineering, machine learning, and business analytics. This integration can streamline workflows and reduce the complexity of data management.
  • Scalability
    Databricks leverages Apache Spark and other scalable technologies to handle large datasets and high computational workloads efficiently. This makes it suitable for enterprises with significant data processing needs.
  • Collaborative Environment
    The platform offers collaborative notebooks that allow data scientists, engineers, and analysts to work together in real-time. This enhances productivity and fosters better communication within teams.
  • Performance Optimization
    Databricks includes various performance optimization features such as caching, indexing, and query optimization, which can significantly speed up data processing tasks.
  • Support for Various Data Formats
    The platform supports a wide range of data formats and sources, including structured, semi-structured, and unstructured data, making it versatile and adaptable to different use cases.
  • Integration with Cloud Providers
    Databricks is designed to work seamlessly with major cloud providers like AWS, Azure, and Google Cloud, allowing users to easily integrate it into their existing cloud infrastructure.

Possible disadvantages of Databricks

  • Cost
    Databricks can be expensive, especially for large-scale deployments or high-frequency usage. It may not be the most cost-effective solution for smaller organizations or projects with limited budgets.
  • Complexity
    While powerful, Databricks can be complex to set up and manage, requiring specialized knowledge in Apache Spark and cloud infrastructure. This might lead to a steeper learning curve for new users.
  • Dependency on Cloud Providers
    Being heavily integrated with cloud providers, Databricks might face issues like vendor lock-in, where switching providers becomes difficult or costly.
  • Limited Offline Capabilities
    Databricks is primarily designed for cloud environments, which means offline or on-premise capabilities are limited, posing challenges for organizations with strict data governance policies.
  • Resource Management
    Efficiently managing and allocating resources can be challenging in Databricks, especially in large multi-user environments. Mismanagement of resources could lead to increased costs and reduced performance.

Active Admin videos

Harry Potter and the Active Admin

Databricks videos

Introduction to Databricks

More videos:

  • Tutorial - Azure Databricks Tutorial | Data transformations at scale
  • Review - Databricks - Data Movement and Query

Category Popularity

0-100% (relative to Active Admin and Databricks)
Developer Tools
100 100%
0% 0
Data Dashboard
9 9%
91% 91
Big Data Analytics
0 0%
100% 100
No Code
100 100%
0% 0

User comments

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Reviews

These are some of the external sources and on-site user reviews we've used to compare Active Admin and Databricks

Active Admin Reviews

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Databricks Reviews

Jupyter Notebook & 10 Alternatives: Data Notebook Review [2023]
Databricks notebooks are a popular tool for developing code and presenting findings in data science and machine learning. Databricks Notebooks support real-time multilingual coauthoring, automatic versioning, and built-in data visualizations.
Source: lakefs.io
7 best Colab alternatives in 2023
Databricks is a platform built around Apache Spark, an open-source, distributed computing system. The Databricks Community Edition offers a collaborative workspace where users can create Jupyter notebooks. Although it doesn't offer free GPU resources, it's an excellent tool for distributed data processing and big data analytics.
Source: deepnote.com
Top 5 Cloud Data Warehouses in 2023
Jan 11, 2023 The 5 best cloud data warehouse solutions in 2023Google BigQuerySource: https://cloud.google.com/bigqueryBest for:Top features:Pros:Cons:Pricing:SnowflakeBest for:Top features:Pros:Cons:Pricing:Amazon RedshiftSource: https://aws.amazon.com/redshift/Best for:Top features:Pros:Cons:Pricing:FireboltSource: https://www.firebolt.io/Best for:Top...
Top 10 AWS ETL Tools and How to Choose the Best One | Visual Flow
Databricks is a simple, fast, and collaborative analytics platform based on Apache Spark with ETL capabilities. It accelerates innovation by bringing together data science and data science businesses. It is a fully managed open-source version of Apache Spark analytics with optimized connectors to storage platforms for the fastest data access.
Source: visual-flow.com
Top Big Data Tools For 2021
Now Azure Databricks achieves 50 times better performance thanks to a highly optimized version of Spark. Databricks also enables real-time co-authoring and automates versioning. Besides, it features runtimes optimized for machine learning that include many popular libraries, such as PyTorch, TensorFlow, Keras, etc.

Social recommendations and mentions

Based on our record, Databricks should be more popular than Active Admin. It has been mentiond 18 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.

Active Admin mentions (12)

  • Goravel: A Go framework inspired by Laravel
    Same reason IDEs โ€” when you really know them โ€” allow for quicker development compared to using primitive text editors with a bunch of third-party plugins duck-taped together. When you understand the framework, everything is written to the same standard, behaves in similar ways, and is where you expect it to be. Adding things like background job processing requires changing one line of config. Also, one... - Source: Hacker News / over 1 year ago
  • Use Rails
    Rails is absolutely fantastic for projects below 10,000 lines with 1 or 2 contributors, especially if you want a classic forms-based UI. And you can get a huge amount done under those constraints in Rails. But as of couple of years ago, Rails came with a number of drawbacks: 1. There was no really viable system of static typing that a significant number of people were enthusiastic about. See... - Source: Hacker News / over 2 years ago
  • Ask HN: Why aren't Django Admin style dashboards popular in other frameworks?
    Can you clarify what's the "tremendous value" you're getting out of the Django admin? At Heii On-Call https://heiioncall.com/ we are using Active Admin https://activeadmin.info/ for Ruby on Rails, which seems quite similar to the Django admin. In my experience, it's mostly useful as a fairly basic read-only view of what's in the database. In Rails, it's so easy to whip together a custom view that we tend to do... - Source: Hacker News / almost 3 years ago
  • View code coverage (active_admin and orther .arb file)
    For those who know [https://activeadmin.info/](https://activeadmin.info/) it uses a file format [https://github.com/activeadmin/arbre](https://github.com/activeadmin/arbre). Source: almost 4 years ago
  • Show HN: Build Ruby on Rails apps 10x faster โ€“ Avo
    Very neat! My first thought was that this was a competitor to https://bullettrain.co/. Looking into it a bit more, it seems more aimed at building admin panels than whole apps. I guess it competes against tools like https://activeadmin.info/? - Source: Hacker News / about 4 years ago
View more

Databricks mentions (18)

  • Platform Engineering Abstraction: How to Scale IaC for Enterprise
    Vendors like Confluent, Snowflake, Databricks, and dbt are improving the developer experience with more automation and integrations, but they often operate independently. This fragmentation makes standardizing multi-directional integrations across identity and access management, data governance, security, and cost control even more challenging. Developing a standardized, secure, and scalable solution for... - Source: dev.to / almost 2 years ago
  • dolly-v2-12b
    Dolly-v2-12bis a 12 billion parameter causal language model created by Databricks that is derived from EleutherAIโ€™s Pythia-12b and fine-tuned on a ~15K record instruction corpus generated by Databricks employees and released under a permissive license (CC-BY-SA). Source: over 3 years ago
  • Clickstream data analysis with Databricks and Redpanda
    Global organizations need a way to process the massive amounts of data they produce for real-time decision making. They often utilize event-streaming tools like Redpanda with stream-processing tools like Databricks for this purpose. - Source: dev.to / almost 4 years ago
  • DeWitt Clause, or Can You Benchmark %DATABASE% and Get Away With It
    Databricks, a data lakehouse company founded by the creators of Apache Spark, published a blog post claiming that it set a new data warehousing performance record in 100 TB TPC-DS benchmark. It was also mentioned that Databricks was 2.7x faster and 12x better in terms of price performance compared to Snowflake. - Source: dev.to / about 4 years ago
  • A Quick Start to Databricks on AWS
    Go to Databricks and click the Try Databricks button. Fill in the form and Select AWS as your desired platform afterward. - Source: dev.to / over 4 years ago
View more

What are some alternatives?

When comparing Active Admin and Databricks, you can also consider the following products

RailsAdmin - A Rails engine that provides an easy-to-use interface for managing your data

Google BigQuery - A fully managed data warehouse for large-scale data analytics.

Slick - A jquery plugin for creating slideshows and carousels into your webpage.

Jupyter - Project Jupyter exists to develop open-source software, open-standards, and services for interactive computing across dozens of programming languages. Ready to get started? Try it in your browser Install the Notebook.

Sequel Pro - MySQL database management for Mac OS X

Looker - Looker makes it easy for analysts to create and curate custom data experiencesโ€”so everyone in the business can explore the data that matters to them, in the context that makes it truly meaningful.