--- description: Review of Hopsworks Software: system overview, features, price and cost information. Get free demos and compare to similar programs on Software Advice New Zealand. image: https://gdm-localsites-assets-gfprod.imgix.net/images/software_advice/og_logo-55146305bbe7b450bea05c18e9be9c9a.png title: Hopsworks | Reviews, Pricing & Demos - SoftwareAdvice NZ --- Breadcrumb: [Home](/) > [Data Management Software](/directory/4230/data-management/software) > [Hopsworks](/software/244274/hopsworks) # Hopsworks Canonical: https://www.softwareadvice.co.nz/software/244274/hopsworks > Hopsworks Open-source enterprise feature store is the leading machine learning platform for the full lifecycle of AI projects. It offers an effective collaborative layer for all data teams, allowing them to leverage any data source for any application, at any performance or scale, and across any environment. It lets businesses increase team productivity and deploy their models faster. Hopsworks Feature Store is Python-Centric - Feature engineering at a reasonable scale. Users can use their own code or any popular library and framework in Hopsworks. Collaborative - Role-based access control, project-based multi-tenancy, custom metadata for governance. Spark/SQL/Flink - Feature Engineering at scale, and with the freshest features. Batch or Streaming feature pipelines. All Clouds - Users' cloud, your infrastructure, on-premise or anywhere else; managed clusters on AWS, Azure, or GCP. > > Verdict: Rated **4.7/5** by 3 users. Top-rated for **Likelihood to recommend**. ----- ## Quick Stats & Ratings | Metric | Rating | Detail | | **Overall** | **4.7/5** | 3 Reviews | | Ease of Use | 4.7/5 | Based on overall reviews | | Customer Support | 5.0/5 | Based on overall reviews | | Value for Money | 5.0/5 | Based on overall reviews | | Features | 5.0/5 | Based on overall reviews | | Recommendation percentage | 90% | (9/10 Likelihood to recommend) | ## About the vendor - **Company**: Logical Clocks - **Location**: Stockholm, Sweden - **Founded**: 2016 ## Commercial Context - **Starting Price**: US$1.00 - **Pricing model**: Per Feature (Free version available) (Free Trial) - **Pricing Details**: Contact Logical Clocks for more details - **Target Audience**: 2–10, 11–50, 51–200, 201–500, 501–1,000, 1,001–5,000, 5,001–10,000, 10,000+ - **Deployment & Platforms**: Cloud, SaaS, Web-based - **Supported Languages**: English - **Available Countries**: Germany, Sweden, United States ## Features - API - Access Controls/Permissions - Collaboration Tools - Customer Database - Data Analysis Tools - Data Cleansing - Data Discovery - Data Integration - Data Migration - Data Quality Control - Data Security - Data Transformation - Data Verification - Data Visualisation - Data Warehousing - Deep Learning - For eCommerce - High Volume Processing - Information Governance - ML Algorithm Library ## Integrations (2 total) - Amazon EC2 - Microsoft Azure ## Support Options - Email/Help Desk - Knowledge Base - Phone Support - Chat ## Category - [Data Management Software](https://www.softwareadvice.co.nz/directory/4230/data-management/software) ## Related Categories - [Data Management Software](https://www.softwareadvice.co.nz/directory/4230/data-management/software) - [Artificial Intelligence (AI) Software](https://www.softwareadvice.co.nz/directory/4360/artificial-intelligence/software) - [Machine Learning Software](https://www.softwareadvice.co.nz/directory/4358/machine-learning/software) - [Big Data Software](https://www.softwareadvice.co.nz/directory/3299/big-data/software) - [Data Analysis Software](https://www.softwareadvice.co.nz/directory/535/data-analysis/software) ## Alternatives 1. [Google Cloud](https://www.softwareadvice.co.nz/software/172144/google-cloud-platform) — 4.7/5 (2262 reviews) 2. [Anaconda](https://www.softwareadvice.co.nz/software/306432/anaconda) — 4.6/5 (86 reviews) 3. [Aware](https://www.softwareadvice.co.nz/software/331022/awarehq) — 3.5/5 (4 reviews) 4. [Splunk Enterprise](https://www.softwareadvice.co.nz/software/234262/splunk-enterprise) — 4.6/5 (259 reviews) 5. [Snowflake](https://www.softwareadvice.co.nz/software/419926/snowflake) — 4.7/5 (96 reviews) ## Reviews ### "Skilled challenger to our Teradata suit" — 5.0/5 > **Markus** | *14 February 2020* | Financial Services | Recommendation rating: 9.0/10 > > **Pros**: Hopsworks keeps us as a big organisation to be on our toes, in terms of what is possible and how fast it can be implemented. Nice to have options of on-premise and cloud, and extremely fast to add new libraries and other custom made wished from the data scientists. > > **Cons**: Sometimes as it's rather flexible and fast to implement it can be hard to place it and understand it's belonging in our overall data architecture. ----- ### "Hopsworks" — 5.0/5 > **Zurab** | *12 April 2020* | Hospital & Health Care | Recommendation rating: 10.0/10 > > **Pros**: As a data scientist, I am mostly focusing on developing big data processing pipelines as well as feature engineering for which Hopsworks is probably one of the best platforms. It makes it very easy to run Spark or PySpark applications to process vast amount of data with available resources. Installing python libraries for Jupiter notebook is also quite straightforward which solves many painful problems for a data scientist. > > **Cons**: One thing I would try to improve is to get better visibility of the logs after a job is completed. > > We recently analysed terabytes of cancer sequencing data and estimated what proportions of the cancers might be preventable in the future by vaccination. The paper is about to publish any day now and this study would have been impossible without Hopsworks. ----- ### "Hopsworks trial review" — 4.0/5 > **xavier** | *11 February 2020* | Information Technology & Services | Recommendation rating: 8.0/10 > > **Pros**: - project oriented dat plateform - huge set of data analytics features (feature store, automl, lakehouse, kafka, spark, flink, ....) - devsecops oriented product (security, stretched cluster, model serving, scm, ...) - on-premise, cloud , multi-cloud (potential) and hybrid-cloud (potential) platform - easiness of use - european company - open source based product - gdpr compliancy - deep learning compliancy (gpu, tpu(?), pytorch, tensorflow) - openess (databricks, sagemake, ..., connectors) - ... > > **Cons**: - Hudi instead of deltalake - lack of connection between deltalake (as provided with Hudi) and the feature store - unability to use the ELK or influxdb included tools - lack of connectors with AzureML, driveless ai, powerbi, azure datablob storage, snowflake, ... - lack of managed platform on azure or gcp as the one provided for aws - how to handle staging environment especially for the data sharing? - ability to deploy on a kubernetes environment outside hopsworks - R connection along with Python - difficulties to knwo the arguments for choosing hopsworks instead of dtabacricks, azureml, sagemaker, .... - lack of prepackaged, ready-to-use managed platform on an appliance for including intot a private datacenter - I don't know the pricing policy, and I'm not capable of comaring it with the competitor ones - no graphical etl-like tools enabling to create quickly a data engineering process and deploy it (à la dremio or dataiku) ## Links - [View on SoftwareAdvice](https://www.softwareadvice.co.nz/software/244274/hopsworks) ## This page is available in the following languages | Locale | URL | | en | | | en-AU | | | en-GB | | | en-IE | | | en-NZ | | ----- ## Structured Data