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Databases
Database
What are the best time-series databases and/or data stores?
15
Options
Considered
87
User
Recs.
Jan 9, 2023
Last
Updated
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14
Options
Considered
Best time-series databases and/or data stores
Price
Technology
Platforms
--
Timescale
free
-
-
--
Prometheus
Free
Go
Windows, Linux, Mac, Cloudron, Docker
--
InfluxDB
Free / paid
-
-
--
VictoriaMetrics
Free
-
-
--
Questdb
FREE
C++, Java
-
See Full List
--
Timescale
My Rec
ommendation
for
Timescale
My Recommendation for
Timescale
All
9
Pros
8
Cons
1
Top
Pro
•••
Powered by PostgreSQL
Implemented as a PostgreSQL extension, not a fork.
See More
Top
Con
•••
Compression needs to be enabled
Users need to configure compression before it saves disk space.
See More
Top
Pro
•••
Data lifecycle management
Support for efficient data retention and archiving.
See More
Top
Pro
•••
Handle high query traffic
Deploy read replicas for higher query throughput.
See More
Top
Pro
•••
Highly available
Support for streaming data replication and robust backup/recovery.
See More
Top
Pro
•••
Data model freedom
Store schemas or go schema-less with JSON. Use narrow or wide tables. Stop worrying about high cardinality.
See More
Top
Pro
•••
Reliable at its core
Based on PostgreSQL hence inherits PostgreSQL’s operational maturity.
See More
Top
Pro
•••
Enterprise-grade security
Fine-grained access control, LDAP support, encryption, and flexible authentication built-in.
See More
Top
Pro
•••
Geospatial queries
Grow your use case with PostGIS.
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See All
free
Recommend
18
8
--
Prometheus
My Rec
ommendation
for
Prometheus
My Recommendation for
Prometheus
All
1
Specs
Specs
Technology:
Go
Platforms:
Windows, Linux, Mac, Cloudron, Docker
Hide
Free
Recommend
4
--
InfluxDB
My Rec
ommendation
for
InfluxDB
My Recommendation for
InfluxDB
All
10
Pros
5
Cons
5
Top
Con
•••
Loses data when overloaded
See More
Top
Pro
•••
Easy visualization and monitoring
Can be easily visualized with Chronograf or Graphana.
See More
Top
Con
•••
Poor performance for deletion with predicates
See More
Top
Pro
•••
Open source
InfluxDB is licensed under the MIT license with source code available on GitHub.
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Top
Con
•••
Clustering not available with the free version
Unfortunately, clustering is not available with the free version (source).
See More
Top
Pro
•••
Many official drivers
Drivers written in C#, Go, Java, PHP, Python, Rails, and Ruby are available with many more community written drivers.
See More
Top
Con
•••
Uses a lot of RAM
See More
Top
Pro
•••
Powerful data query & manipulation language: FLUX
FLUX is InfluxDB's new query & manipulation language. It's not at all like SQL (unlike the previous query language) - but is more powerful, testable & development friendly
See More
Top
Con
•••
No same-time insert
No duplicate times.
See More
Top
Pro
•••
Pluggable storage model
See More
Hide
See All
Free / paid
Recommend
7
13
--
VictoriaMetrics
My Rec
ommendation
for
VictoriaMetrics
My Recommendation for
VictoriaMetrics
All
11
Experiences
3
Pros
6
Cons
2
Top
Pro
•••
Fast and cost-effective
VictoriaMetrics requires fewer hardware resources - RAM, CPU, storage - compared to competitors. This allows for saving hardware costs.
See More
Top
Con
•••
Built from scratch
It is young and it is built from scratch. This means it can contain unpolished code.
See More
Terry Filch's Experience
IMHO it is the best monitoring stack for IoT from open source that give you chance to use a cluster or single node server. You could write you metrics by Influx or Graphite protocol - that's awesome feature. Also I'v liked speed for fixing bugs.
See More
Top
Pro
•••
Easy to setup and operate
Just start a single binary with the minimum amount of settings.
See More
Top
Con
•••
Doesn't support SQL
It supports only PromQL for querying data.
See More
RealisticWenchangWang's Experience
VictoriaMetrics works great as a long-term remote storage for Prometheus. It requires much less storage space comparing to other remote storage solutions.
See More
Top
Pro
•••
Different protocols support
Supports metrics' scraping, ingestion and backfilling via the different protocols - see here.
See More
RespectableLir's Experience
It just works out of the box!
See More
Top
Pro
•••
Seamless integration with Prometheus+Grafana
Prometheus may be configured to write data to VictoriaMetrics. Grafana may be configured to query the data directly from VictoriaMetrics using PromQL.
See More
Top
Pro
•••
Open source
VictoriaMetrics is free and open source - see here.
See More
Top
Pro
•••
Cluster version is free and open source
See More
Hide
See All
Free
Recommend
18
4
--
Questdb
My Rec
ommendation
for
Questdb
My Recommendation for
Questdb
All
13
Experiences
2
Pros
7
Cons
3
Specs
Top
Pro
•••
Fast enough that it's not the bottleneck
If you are bottlenecking on QuestDB, you have quite the interesting problem.
See More
Top
Con
•••
Early days
The team are new and well funded but it's still early.
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GenuinePeitharchia's Experience
QuestDB is fantastic for storing large amounts of time series data.
See More
Specs
Technology:
C++, Java
Top
Pro
•••
Compatible with Influx wire protocol
Eases up the porting dilemma.
See More
Top
Con
•••
Cannot write custom aggregate functions
Aggregates like moving averages are difficult to express in SQL and must be written on the client side.
See More
RationalChibchacum's Experience
I've used KX, Influx, and others. QuestDB Works as a drop in replacement for influx, while being both faster and more complete from a Query standpoint
See More
Top
Pro
•••
Full SQL
No need for additional boltons to get the full experience.
See More
Top
Con
•••
Cannot update rows
QuestDB's current model (2020-12) of updating data is to write a new row and select the latest. This makes it difficult to adjust historical data.
See More
Top
Pro
•••
SQL
Most users are already familiar with SQL which QuestDB cleverly employs as its query language.
See More
Top
Pro
•••
Open source
If you'd like a bug fixed or a new feature you can freely contribute to the project.
See More
Top
Pro
•••
Community
Vlad does a wonderful job of listening and providing free support to the community in Slack.
See More
Top
Pro
•••
Speed
QuestDB is fast to both injest and query data. It does this by mmaping your data into partitioned files and uses SIMD for aggregations. For databases that don't fit in memory this is the fastest way to store and query columnar data given how modern operating systems work.
See More
Hide
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FREE
Recommend
3
--
KairosDB
My Rec
ommendation
for
KairosDB
My Recommendation for
KairosDB
All
4
Pros
4
Top
Pro
•••
Apache Cassandra provides fast, efficient, and highly reliable storage
KairosDB primary storage backend is Apache Cassandra. Cassandra is one of the biggest player in NoSQL world, supported by Datastax and used by large companies such as Netflix.
See More
Top
Pro
•••
Open source
KairoDB is licensed under Apache License with source code available on GitHub.
See More
Top
Pro
•••
High modularity
Extending KairosDB is very easy. Software is based on Guice modules and all parts can be extended using modules: aggregations, query engines, webservice APIs.
See More
Top
Pro
•••
Multi apis
Accessible through Rest, Telnet, and Graphite.
See More
Hide
See All
Get it
here
Recommend
2
--
Graphite
My Rec
ommendation
for
Graphite
My Recommendation for
Graphite
Hide
Get it
here
Recommend
2
--
RedisTimeSeries
My Rec
ommendation
for
RedisTimeSeries
My Recommendation for
RedisTimeSeries
All
1
Pros
1
Top
Pro
•••
In memory time series database
See More
Hide
0
Recommend
1
--
Druid
My Rec
ommendation
for
Druid
My Recommendation for
Druid
Hide
Get it
here
Recommend
--
OpenTSDB
My Rec
ommendation
for
OpenTSDB
My Recommendation for
OpenTSDB
Hide
Free
Recommend
--
Acunu
My Rec
ommendation
for
Acunu
My Recommendation for
Acunu
Hide
Get it
here
Recommend
--
TempoDB
My Rec
ommendation
for
TempoDB
My Recommendation for
TempoDB
Hide
Get it
here
Recommend
--
SenseIOT
My Rec
ommendation
for
SenseIOT
My Recommendation for
SenseIOT
Hide
Get it
here
Recommend
--
DalmatinerDB
My Rec
ommendation
for
DalmatinerDB
My Recommendation for
DalmatinerDB
All
1
Cons
1
Top
Con
•••
Abandoned
Repository on GitHub hasn't received changes since 2016.
See More
Hide
Get it
here
Recommend
1
Don't see your favorite option? Add it.
--
Timescaledb
My Rec
ommendation
for
Timescaledb
My Recommendation for
Timescaledb
Free / paid
Recommend
6
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