Arize ML Observability Platform vs. InfluxDB

Overview
ProductRatingMost Used ByProduct SummaryStarting Price
Arize ML Observability Platform
Score 0.0 out of 10
N/A
Arize AI is a machine learning observability solution used to detect, troubleshoot, and eliminate ML model issues faster. It offers observability built for ML practitioners to automatically surface performance issues and trace the root cause. By indexing datasets across training, validation, and production environments in a central inference store, Arize enables ML teams to quickly detect where issues emerge and deeply troubleshoot the reasons behind them.N/A
InfluxDB
Score 8.8 out of 10
N/A
The InfluxDB is a time series database from InfluxData headquartered in San Francisco. As an observability solution, it is designed to provide real-time visibility into stacks, sensors and systems. It is available open source, via the Cloud as a DBaaS option, or through an Enterprise subscription.N/A
Pricing
Arize ML Observability PlatformInfluxDB
Editions & Modules
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Offerings
Pricing Offerings
Arize ML Observability PlatformInfluxDB
Free Trial
NoNo
Free/Freemium Version
YesNo
Premium Consulting/Integration Services
NoNo
Entry-level Setup FeeNo setup feeNo setup fee
Additional Details
More Pricing Information
Community Pulse
Arize ML Observability PlatformInfluxDB
Best Alternatives
Arize ML Observability PlatformInfluxDB
Small Businesses
InfluxDB
InfluxDB
Score 8.8 out of 10

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Medium-sized Companies
Sumo Logic
Sumo Logic
Score 9.4 out of 10

No answers on this topic

Enterprises
NetBrain Technologies
NetBrain Technologies
Score 9.2 out of 10

No answers on this topic

All AlternativesView all alternativesView all alternatives
User Ratings
Arize ML Observability PlatformInfluxDB
Likelihood to Recommend
-
(0 ratings)
9.0
(0 ratings)
Likelihood to Renew
-
(0 ratings)
9.1
(0 ratings)
Support Rating
-
(0 ratings)
9.0
(0 ratings)
User Testimonials
Arize ML Observability PlatformInfluxDB
Likelihood to Recommend
No answers on this topic
InfluxDB is a time series database and should be used in that intent. Each data ingestion streams should be properly configured to ensure optimal database performance. InfluxDB works very well but like any other databases requires maintenance and tuning. We have been using the TICK stack and are very happy with the results.
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Pros
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  • Time series data
  • Very fast queries
  • Many options to configure and tune database
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Cons
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  • Small, but growing community - This database engine's community is much smaller than alternatives. This can make finding a DBA or support less easy, but not impossible.
  • Documentation could be improved - The docs for getting started don't effectively lead first-time users to understand how the underlying systems are designed.
  • Performance Analysis - There seems to be a lack of tools to give context to slow queries or other performance issues
  • Out-of-the-box security - The out of the box security is designed to operate in an internal network and is limited.
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Likelihood to Renew
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InfluxDB is a near perfect product for time series database engines. The relatively small list of cons are heavily outweighed by it's ability to just work and be a very flexible and powerful database engine. The community and support provided by the corporation are the only areas I have little experience.
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Support Rating
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We have worked with the InfluxDB support team a few times so far and it has been positive. Issues submitted are worked on promptly and we have good feedback.
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Alternatives Considered
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We have looked around to find different options we had when we first started to move to cloud. At that time, the options we had is Google Cloud BigTable and InfluxDB. But quickly we realized that InfluxDB is the database specialized in time series database and performs better than other options we have.
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Return on Investment
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  • Provided us a time series DB.
  • With the SQL-like language, it is very easy to learn.
  • Empowered us to keep track of our events.
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ScreenShots