Leaders Despite Challenges: 2024 Gartner® Magic Quadrant™ for Data Science and Machine Learning Platforms
- Maksym Lohvinenko
- Jun 21, 2024
- 2 min read
Gartner recently released a comprehensive report on Data Science and Machine Learning platforms, highlighting Databricks as a leader. Notably, the report also reveals that many vendors share common challenges, which can be grouped into several categories:
Complexity/usability
This category encompasses challenges related to the complexity and usability of the platforms, which can hinder user experience and productivity. These challenges include:
technical complexity
usability issues
performance tuning
navigation and management
50% of the vendors are affected, including Alibaba Cloud, AWS, Cloudera, Databricks, Domino Data Lab, MathWorks, Microsoft, Posit, and KNIME.
Product integration/coherence
This category includes challenges related to integrating various product components and maintaining coherence across products. Key points include:
legacy systems
component overlap
vision development
design considerations
44% of vendors are affected, including Altair, Alteryx, AWS, Cloudera, Databricks, IBM, H2O.ai, and KNIME.
Target audience/specialization
This category highlights limitations in addressing the needs of specific user groups. Vendors may focus too narrowly on certain user types, leading to:
underserved user groups
focus on non-experts
specialization issues
33% of the vendors are affected, including Anaconda, Alteryx, Domino Data Lab, MathWorks, KNIME, and Posit.
Innovation/feature gaps
This category pertains to gaps in innovative features and the ability to keep up with cutting-edge technologies. Vendors may:
lag in GenAI capabilities
miss out on functionalities
develop features slowly
28% of vendors are affected, including AWS, Google, MathWorks, SAS, and Posit.
Although Databricks is present in two categories - Complexity/usability and Product integration/coherence - due to performance tuning, cluster management issues, and alignment challenges with hybrid architectures, these did not prevent it from becoming the leader of the Magic Quadrant in 2024.
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