Top-bewertete Elementary Data Alternativen

As a data consultant, I work with several customers who demand high data quality for their data platforms. Elementary is a critical part of features that I can provide to meet those expectations. The combination of compiling dbt dag logs and powerful anomaly detection based in statistics makes it a perfect choice for data teams of all sizes Bewertung gesammelt von und auf G2.com gehostet.
Since Elementary demands integration with only dbt, it may not always be the best fit for teams with lower data maturity levels or teams that don't use dbt as a main data transformation tool. In such cases, foundational issues need to be addressed before leveraging a tool like dbt and Elementary. Bewertung gesammelt von und auf G2.com gehostet.
17 von 18 Gesamtbewertungen für Elementary Data
Gesamtbewertungsstimmung für Elementary Data
Melden Sie sich an, um die Bewertungsstimmung zu sehen.

This project combines a startup mindset with an open-source approach, thriving on feedback and continuously improving. Setting up a robust base for data observability is fast and efficient, thanks to their intuitive batch configuration system and dbt-native approach.
The UI is clean and user-friendly, but there’s room for improvement in making it easier to filter down and take action on alerts.
Also, I like the team's incredible spirit and commitment to improving the tool. They actively listen to feedback. Bewertung gesammelt von und auf G2.com gehostet.
The limited integrations with additional BI platforms and ticketing systems reduce the tool's flexibility and its ability to fit seamlessly into diverse workflows. Expanding these integrations would significantly enhance its versatility. Additionally, the UI filtering options could be more robust, enabling users to quickly identify and act on critical issues. Improving these areas would make the tool more efficient, adaptable, and user-friendly for a wider range of teams. Bewertung gesammelt von und auf G2.com gehostet.

Flexibility of integration, particularly with dbt models and relevant datawarehouse adaptors; free CLI version that is good enough to start with and custom setup; Data Health score - recent release, measurement of data validity across 6 dimensions; column-lineage Bewertung gesammelt von und auf G2.com gehostet.
The catalog solution is pretty raw, I would still invest in a separate mature data catalog solution. Some integrations (like with BI tools or GitHub) are depending on private keys, not newer, more public ways to authenticate (or at least I did not find).
Alerting behaviour should be adjusted to avoid alert fatigue, the default behaviour might not be applicable to the use case. Bewertung gesammelt von und auf G2.com gehostet.

Elementary Data excels in simplifying the process of data quality monitoring. Its intuitive interface and seamless integration with modern data stack make it a standout tool. I particularly appreciate the anomaly detection and detailed insights it provides, which help identify and resolve data issues before they escalate. Additionally, the visual reporting dashboards are both user-friendly and highly informative, enabling stakeholders to quickly grasp key metrics without needing deep technical expertise. Bewertung gesammelt von und auf G2.com gehostet.
I would say that some sections of the UI are not clear enough and I hope Metrics feature and their automatic anomaly detection could improve soon, but so far I am very confortable with the tool. Bewertung gesammelt von und auf G2.com gehostet.

Elementary Cloud zeichnet sich durch Benutzerfreundlichkeit aus und bietet automatisierte Tests, die wichtige Aspekte wie Volumen, Aktualität und Schema abdecken. Die Konfiguration von Tests über die Benutzeroberfläche vereinfacht die Zusammenarbeit und reduziert die technische Komplexität. Die Datenherkunft auf Feldebene ist besonders wertvoll für die Bewertung von Auswirkungen und die effiziente Lösung von Vorfällen. Slack-Benachrichtigungen sind gut gestaltet und konfigurierbar, was es einfacher macht, Stakeholder zu benachrichtigen und die Datenzuverlässigkeit zu verbessern. Darüber hinaus fügt die Integration mit Looker den Datenanalyse-Workflows erheblichen Wert hinzu. Bewertung gesammelt von und auf G2.com gehostet.
Obwohl es ein robustes Werkzeug ist, könnten einige Prozesse, wie das Ändern von Tests und das Erstellen von Pull-Requests, effizienter gestaltet werden. Eine verbesserte Integration mit der Dokumentation und eine zentrale Ansicht der definierten Tests wären ebenfalls hilfreich. Diese kleinen Nachteile mindern jedoch nicht wesentlich das insgesamt sehr positive Erlebnis. Bewertung gesammelt von und auf G2.com gehostet.

1. Made data quality measurable and transparent through its dashboard.
2. Significantly reduced the effort required to build and maintain a robust data monitoring and observability system.
3. Amplified the impact of data validation in DBT by tracking validation history and seamlessly integrating with our alerting system.
4. Fast response to any issue and inqueries. Bewertung gesammelt von und auf G2.com gehostet.
It would be helpful to include information on the underlying mechanisms, such as how data freshnes anamoly were checked. Bewertung gesammelt von und auf G2.com gehostet.

If you're using dbt, Elementary data is great addon to your data stack to monitor your queries, test coverage and report failures on Slack. The cloud version adds quality of life improvements to the OSS version.
It's fairly easy to plug in your dbt project and the different options to be added to the alerts are helpful to do some triage. The community and team is helpful and provide some support on the company's Slack. Bewertung gesammelt von und auf G2.com gehostet.
The platform is adding metadata through pre-hooks and post-hooks in dbt which slows down a bit your workflow.
The Slack alert template has little customization support and though it's OK, I think it could a bit more readable. Bewertung gesammelt von und auf G2.com gehostet.
- Seamless integration with dbt, via the open source package which is super easy to set up
- Webinars to present the tool are very effective
- Documentation site is great
- Cool features of the Cloud paid offering: example column level lineage and integration with other tooling you might have (BI Tool, Data Catalog); possibility to bulk set tests
- Possibility to tailor and customise alerts; warnings in dbt do not become silent, but are still tracked and monitored
- Elementary Data Report gives you a pulse on your data quality status in your dbt project keeping track of the history and making it accessible outside of the data org, to the whole business
- Anomaly detection package is an amazing way to integrate stats (and AI in the cloud offering) to time series monitoring Bewertung gesammelt von und auf G2.com gehostet.
- Only integrates with dbt, so not available for other Data Trasformation tools (yet) Bewertung gesammelt von und auf G2.com gehostet.

* Improved Data Validation & Anomaly Detection.
* Seamless Integration with dbt.
* Automated Data Quality Monitoring.
* Intuitive Dashboard & Reporting.
* Faster Issue Detection & Resolution.
* Customization & Flexibility. Bewertung gesammelt von und auf G2.com gehostet.
* The documentation is a bit unclear, making it difficult to fully understand how to configure and optimize the tool. Many features are not well-documented, leading to trial-and-error implementation rather than a structured onboarding experience.
* The anomaly detection feature needs improvement. Currently, when an anomaly occurs, the upper and lower bounds expand, making it difficult to easily disregard the anomaly. Bewertung gesammelt von und auf G2.com gehostet.
Elementary Cloud has been a game-changer, providing a seamless, minimal-effort implementation and direct integration with our dbt Core environment. Getting started with Elementary was incredibly straightforward, with no major configuration changes needed for our dbt project. After a simple package installation and granting basic read access to the Elementary schema in our warehouse, we were up and running the same day!
The integration with Slack has proven invaluable, as our team receives real-time alerts that keep us on top of potential data issues as they arise. Being able to collaborate with teammates within our primary communication tool makes troubleshooting faster and easier.
The platform’s UI is another standout feature. It's clean, intuitive, and perfectly balanced for both technical and non-technical users. And it includes column level lineage!!
And last but definitely not least, the Elementary support team is phenomenal! Their responses are timely, their recommendations impactful, and they genuinely listen to our needs. Love working with them! Bewertung gesammelt von und auf G2.com gehostet.
Our dislikes are very few, especially knowing that upcoming feature enhancements will address these concerns.
But to call out something specifically...One dislike is that I'm not as creative as their marketing team! Love their "I want data, not your opinion!" slogan! Bewertung gesammelt von und auf G2.com gehostet.

Die meisten Observabilitäts-Tools, die ich gesehen habe, fallen in zwei Kategorien: entweder Open Source und wirklich schwer zu bedienen oder mit totaler Anbieterbindung. Elementary balanciert auf dieser Linie, indem es Open Source ist und auf Ihrem dbt-Stack aufbaut, aber dennoch sehr einfach einzurichten und zu konfigurieren ist. Der Preis für Elementary Cloud ist viel zugänglicher für kleine Startups, um mit Daten-Observabilität zu beginnen, was meiner Erfahrung nach oft auf Unternehmen im großen Maßstab beschränkt ist, obwohl es häufig auch in kleineren Unternehmensgrößen benötigt wird. Bewertung gesammelt von und auf G2.com gehostet.
Wenn Sie dbt nicht mögen oder dbt nicht eingerichtet haben, gibt es hier nichts, womit man arbeiten könnte. Ich denke, das Unternehmen ist noch jung und es werden noch mehr Randfälle bearbeitet, aber ansonsten bin ich bisher ziemlich zufrieden. Bewertung gesammelt von und auf G2.com gehostet.