VictoriaMetrics
Typesense
Our great sponsors
VictoriaMetrics | Typesense | |
---|---|---|
97 | 129 | |
10,826 | 17,876 | |
3.3% | 4.4% | |
9.9 | 9.8 | |
4 days ago | 5 days ago | |
Go | C++ | |
Apache License 2.0 | GNU General Public License v3.0 only |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
VictoriaMetrics
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OpenTelemetry Is Too Complicated
VictoriaMetrics CTO here.
The referred library is the official OpenTelemetry package for reading metrics in Go language [1] - more details are available at [2].
Note that we at VictoriaMetrics like the idea of unified observability standard like OpenTelemetry. The issue is in the current otel implementation. It is too bloated and very inefficient. This contradicts to our experience with observability cases, which need very optimized format for metrics' transfer in order to reduce costs on CPU and network traffic needed to transfer and process these metrics.
VictoriaMetrics continues investing in OpenTelemetry by providing integration docs [3] and improving the existing functionality for otel metrics' ingestion [4].
[1] https://github.com/open-telemetry/opentelemetry-proto-go
[2] https://github.com/VictoriaMetrics/VictoriaMetrics/pull/2570...
[3] https://docs.victoriametrics.com/guides/getting-started-with...
[4] https://github.com/VictoriaMetrics/VictoriaMetrics/issues/60...
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Observability at KubeCon + CloudNativeCon Europe 2024 in Paris
Victoria Metrics
- All you need is Wide Events, not "Metrics, Logs and Traces"
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Top 11 Grafana Alternatives in 2023
VictoriaMetrics is primarily a time-series database designed for efficiently storing and querying time-series data. It is often used as a back-end data store for time-series data generated by monitoring systems like Prometheus. VictoriaMetrics excels at handling large volumes of time-series data, offering efficient storage and query capabilities.
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InfluxDB CTO: Why We Moved from Go to Rust
Not sure I follow since there are very competitive tools written in Go such as https://victoriametrics.com for an example in this space.
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μMon: Stupid simple monitoring
Did you try VictoriaMetrics [1] and vmagent [2]? It is a single self-contained binary without external dependencies. It requires relatively low amounts of CPU, RAM, disk space and disk IO, and it runs on ARM.
[1] https://github.com/VictoriaMetrics/VictoriaMetrics/
[2] https://docs.victoriametrics.com/vmagent.html
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CERN swaps out databases to feed its petabyte-a-day habit
https://github.com/VictoriaMetrics/VictoriaMetrics#cardinali...
If I understanding correctly, it deal with high cardinality by dropping data, the operators need to monitor for this and adjust their data to lower the cardinality.
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Prometheus Observability Platform: Intro
VictoriaMetrics
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VictoriaMetrics VS openobserve - a user suggested alternative
2 projects | 30 Aug 2023
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OpenTelemetry in 2023
You shouldn't unless you want to use the new open source standard for telemetry. You won't benefit from simplicity or performance improvements. It would be quite the opposite. You can check what is the actual cost of open telemetry adoption here [0]
But if you ever decide to go this path - VictoriaMetrics supports OpenTelemetry protocol for metrics [1]
[0] https://github.com/VictoriaMetrics/VictoriaMetrics/pull/2570
[1] https://docs.victoriametrics.com/Single-server-VictoriaMetri...
Typesense
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Website Search Hurts My Feelings
There are actually plenty of non-ES products that are way easier to integrate and tune (and get better results with less effort).
- Typesense (https://github.com/typesense/typesense)
- Algolia
- Google Programmable Search Engine (https://programmablesearchengine.google.com/about/)
- Remote Machine Learning and Searching on a Raspberry Pi 5
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Open Source alternatives to tools you Pay for
Typesense - Open Source Alternative to Algolia
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DNS record "hn.algolia.com" is gone
If you like your penny take a look at Typesense https://typesense.org/ - nothing to complain here. Especially nothing complain about pricing.
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Vector databases: analyzing the trade-offs
I work on Typesense [1] (historically considered an open source alternative to Algolia).
We then launched vector search in Jan 2023, and just last week we launched the ability to generate embeddings from within Typesense.
You'd just need to send JSON data, and Typesense can generate embeddings for your data using OpenAI, PaLM API, or built-in models like S-BERT, E-5, etc (running on a GPU if you prefer) [2]
You can then do a hybrid (keyword + semantic) search by just sending the search keywords to Typesense, and Typesense will automatically generate embeddings for you internally and return a ranked list of keyword results weaved with semantic results (using Rank Fusion).
You can also combine filtering, faceting, typo tolerance, etc - the things Typesense already had.
[1] https://github.com/typesense/typesense
[2] https://typesense.org/docs/0.25.0/api/vector-search.html
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Creating an advanced search engine with PostgreSQL
For something small with a minimal footprint, I'd recommend Typesense. https://github.com/typesense/typesense
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Obsidian Publish full text search
I haven’t used Publish, but I’d assume you could use something like https://typesense.org/ to index and search the vault.
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DynamoDB search options
A cheaper option would be to use https://typesense.org. You can use DynamoDb streams to automatically load records. It has worked well for me.
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[Guide] A Tour Through the Python Framework Galaxy: Discovering the Stars
Try tigris | typesense for faster search
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Is it worth using Postgres' builtin full-text search or should I go straight to Elastic?
I’m also checking out Typesense as a possibility for replacing Elastic: https://typesense.org/
What are some alternatives?
mimir - Grafana Mimir provides horizontally scalable, highly available, multi-tenant, long-term storage for Prometheus.
MeiliSearch - A lightning-fast search API that fits effortlessly into your apps, websites, and workflow
thanos - Highly available Prometheus setup with long term storage capabilities. A CNCF Incubating project.
Elasticsearch - Free and Open, Distributed, RESTful Search Engine
prometheus - The Prometheus monitoring system and time series database.
Apache Solr - Apache Lucene and Solr open-source search software
loki - Like Prometheus, but for logs.
meilisearch-laravel-scout - MeiliSearch integration for Laravel Scout
ClickHouse - ClickHouse® is a free analytics DBMS for big data
InfluxDB - Scalable datastore for metrics, events, and real-time analytics
sonic - 🦔 Fast, lightweight & schema-less search backend. An alternative to Elasticsearch that runs on a few MBs of RAM.