Bigeye alternatives: 11 data observability tools compared

Teams look for a Bigeye alternative when they want plain table monitoring with a price they can see before a sales call, when the product's emphasis on governing AI agents is more than they need, or when they would rather keep checks in code next to their pipelines. The options range from open-source libraries to quoted enterprise platforms.

Short answer: Where a category has smaller vendors worth recommending, they occupy the first three places and the big brands come below them. For Bigeye users, the top three picks from our data observability tool ranking are Soda, Validio and Sifflet. Pick Soda if you want to read the team price before talking to anyone. Below are 11 alternatives, each taken from the Best Data Observability Tools in 2026 ranking, with its main difference from Bigeye.

Vendors can pay for more visibility on this website, for example a higher place in a ranking or more room on a page. Commercial relationships can also affect which products we feature and how prominently. Every vendor link is marked the same, whatever the arrangement behind it. How that works.

Bigeye

#9 of 12 in our data observability tool ranking

  • Pricing: Quoted after a demo; the site shows no plans or prices
  • Established in: United States
  • Built for: Enterprise data teams combining table monitoring with lineage-backed root-cause work
  • Not for: Buyers who want a self-serve trial and published rates
01

Why buyers look past Bigeye

  1. 01

    No price on the page

    Bigeye's pricing address leads to a demo request form, and the site shows no plans, tiers or amounts. A buyer cannot compare a monthly cost with other tools before talking to sales, which slows down a small team that only wants to monitor a few warehouse tables.

  2. 02

    The platform has grown past monitoring

    The home page now describes an Enterprise AI Trust Platform that joins data quality, sensitivity scanning, governance and runtime policy enforcement. Teams that came for column checks and alerts may find the pitch pointed at a different buyer, and will want to ask which modules are in the quote.

  3. 03

    Security answers sit with the vendor

    Bigeye's security page lists SOC 2 Type II and ISO 27001, read-only service accounts and aggregate statistics instead of raw data. Those are sound claims, but they describe one hosted service. Organisations that need a European vendor, a cloud region of their own or a self-run library look elsewhere.

02

11 alternatives at a glance

Ranked: challengers ahead of household names
AlternativeHeadquartersFree optionPricing model Switch ifOur rank
SodaBelgiumYesPublishedyou want to read the team price before talking to anyone#1
ValidioSwedenNo free tierOn requesta Swedish vendor and detection per segment both appeal to you#2
SiffletFranceNo free tierOn requestyou want to pay from a cloud marketplace commitment by asset count#3
ElementaryNot stated by the vendorNo free tierOn requestyour transformations already run in dbt and you want tests kept there#6
Great ExpectationsUnited StatesNo free tierPublishedyour engineers prefer validation code in the repository to a monitoring console#7
LightupUnited StatesNo free tierOn requestyou need a hybrid deployment and a cloud sandbox to test it first#4
MetaplaneNot stated by the vendorYesPublishedyou want to start free on ten tables and already run Datadog#5
AnomaloNot stated by the vendorNo free tierOn requestyou would rather have unsupervised detection than write checks, and accept a demo-led start#8
DatafoldUnited StatesNo free tierOn requestyour main worry is a migration or a pull request changing numbers#11
AcceldataUnited StatesNo free tierOn requestpart of your estate is still on-premises or on Hadoop#10
Monte CarloUnited StatesNo free tierOn requestyou want a tier ladder with explicit user and monitor limits#12
03

What each one does differently

Soda

Belgium · Published

A free plan with unlimited users sits at the start of Soda's ladder, followed by a flat monthly Team fee printed on the page and extra processing units billed as used. Its company has entities in Brussels and Chicago. The Soda Core engine is source-available under the Elastic License 2.0. Enterprise adds SSO and private deployment, and is quoted.

Switch from Bigeye if you want to read the team price before talking to anyone.

See the full Soda entry, ranked 1 of 12 among data observability tool products →

Validio

Sweden · On request

Segments are the unit here: Validio, a Stockholm-registered company, runs machine-learning detection on slices of a table, so a fault in one country or product line is not averaged away. Price follows assets, segments and deployment and is not published. A 14-day trial for up to 10 users exists, as does a customer VPC option.

Switch from Bigeye if a Swedish vendor and detection per segment both appeal to you.

Read our review of Validio (position 2 of 12 on the data observability tool list) →

Sifflet

France · On request

Entry covers up to 500 monitored assets and Growth up to 1,000, with Enterprise above that, so cost follows asset count instead of credits. Entry can be bought self-serve or through cloud marketplaces, and Snowflake credits can settle it. Self-hosted and hybrid deployment are Enterprise-only. Amounts are not published, and the privacy policy gives a Paris address.

Switch from Bigeye if you want to pay from a cloud marketplace commitment by asset count.

#3 out of 12 data observability tool products: read the Sifflet review →

Elementary

Not stated by the vendor · On request

Tests live inside dbt here. The package is Apache-2.0 on GitHub, and a cloud product adds editor and viewer seats priced with tables, amounts quoted. A 30-day trial lifts seat and table limits. On 19 October 2026 the vendor announced it is joining Boomi and said the open-source project and Cloud continue unchanged for now.

Switch from Bigeye if your transformations already run in dbt and you want tests kept there.

Check Elementary in the ranked list (6 out of 12, data observability tool) →

Great Expectations

United States · Published

Expectations are written as Python and run from a notebook or a pipeline, which makes GX Core a library rather than a service. It is Apache-2.0 licensed and free to run. A hosted GX Cloud offers a free Developer option plus Team and Enterprise tiers, shown only as an image. Alerting and scheduling are yours to build on the free path.

Switch from Bigeye if your engineers prefer validation code in the repository to a monitoring console.

See the full Great Expectations entry, ranked 7 of 12 among data observability tool products →

Lightup

United States · On request

Two plans, both quoted: Cloud allows 10 users and 2 workspaces and keeps state for 30 days, while Enterprise lifts those limits and keeps six months or more. Enterprise adds hybrid deployment, SAML and ServiceNow, and takes your own anomaly model. Data-compare checks come with both. The company lists a San Francisco address, and no amounts are named.

Switch from Bigeye if you need a hybrid deployment and a cloud sandbox to test it first.

Check Lightup in the ranked list (4 out of 12, data observability tool) →

Metaplane

Not stated by the vendor · Published

A free plan monitors 10 tables, and Pro is billed per monitored table, with dbt-job and query monitoring in the plan table. The site is now titled Metaplane by Datadog and its privacy notice routes requests to a Datadog address. Data CI/CD previews and spend monitoring cost extra on Pro, and SSO stays on Enterprise.

Switch from Bigeye if you want to start free on ten tables and already run Datadog.

Read our review of Metaplane (position 5 of 12 on the data observability tool list) →

Anomalo

Not stated by the vendor · On request

No rules are hand-written: Anomalo learns what normal looks like in a table and flags departures, and its product pages also cover documents. Its footer names only Anomalo as operator, without an address or country, and its pricing URL returns a not-found page. Everything starts with a demo request, which means no self-service test.

Switch from Bigeye if you would rather have unsupervised detection than write checks, and accept a demo-led start.

Where Anomalo stands: place 8 of 12 in the data observability tool ranking →

Datafold

United States · On request

Comparison between datasets is the core, down to individual values within or across databases, which suits pull-request review and warehouse migrations more than steady monitoring. Datafold Inc. is in New York. The older open-source data-diff repository is archived, and the site publishes no price, only a demo route.

Switch from Bigeye if your main worry is a migration or a pull request changing numbers.

Datafold, #11 of 12 in our data observability tool ranking →

Acceldata

United States · On request

Reach beyond the cloud warehouse sets Acceldata apart: it also sells Hadoop observability and describes an agentic runtime for cloud, on-premises and hybrid estates. ADOC has Pro and Enterprise tiers behind a contact button, with a 30-day trial. Headquarters is in Campbell, California, with an office in Bangalore.

Switch from Bigeye if part of your estate is still on-premises or on Hadoop.

Acceldata review, listed at 10 of 12 data observability tool products →

Monte Carlo

United States · On request

Credits are consumed per monitor across four tiers named Start, Scale, Enterprise and Business Critical, with amounts on request. Start caps at 10 users and 1,000 monitors, and SSO, SCIM and self-hosted storage begin at Scale. The company, Monte Carlo AI, Inc., now also pitches observability for production agents.

Switch from Bigeye if you want a tier ladder with explicit user and monitor limits.

Open the Monte Carlo profile, 12nd of 12 in the data observability tool guide →

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Which alternative for which situation

  1. 01

    You want to see a team price before any call

    Soda: Soda prints a flat monthly Team price and a free plan with unlimited users, with extra processing units billed as used. It is the only product in this category that publishes a team amount.

  2. 02

    You want checks to live inside your dbt project

    Elementary: Elementary's Apache-2.0 package keeps tests next to your models, and a 30-day trial of its cloud product removes seat and table limits so you can try the alerting.

  3. 03

    You need a European vendor and segment-level detection

    Validio: Validio AB is registered in Stockholm and watches segments of a table, with a customer VPC option to keep data in your own environment. A 14-day trial covers up to 10 users.

  4. 04

    You only have a handful of tables to watch

    Metaplane: Metaplane starts free on 10 monitored tables and moves to a per-table Pro plan. The site is now titled Metaplane by Datadog, so expect Datadog's direction.

  5. 05

    You want validation written as code and no vendor

    Great Expectations: GX Core is a free Python library under Apache-2.0. You build the alerting and scheduling yourself, or move to the hosted GX Cloud later.

04

When Bigeye is still the right choice

Bigeye stays a sound choice when you want column-level monitoring, lineage and cost anomaly detection from one vendor and are happy to buy through a sales process. Its security page lists SOC 2 Type II, ISO 27001, read-only service accounts and storage of aggregate statistics only, which satisfies many procurement reviews. If you already want the AI governance side, the platform is aimed squarely at you.

05

What moving off Bigeye involves

  1. 01

    Rebuild the monitors you rely on

    Export a list of the metrics, thresholds and alert routes you actually use before you leave, because monitors do not transfer between tools. Start with the tables that page someone at night, and rerun them in parallel for two weeks.

  2. 02

    Lineage and ownership need a new home

    If your teams use Bigeye lineage to find who owns a broken table, check that the new tool reads your warehouse, dbt and orchestrator metadata at the same depth. Where it does not, keep a short ownership list in the repository.

06

Questions about replacing Bigeye

6 answers
How much does Bigeye cost?

Bigeye does not publish prices. The pricing address on its site leads to a demo request form, so a quote comes only after talking to the company. Our category record lists pricing as quoted after a demo.

Is Bigeye still a data observability tool?

Yes, though the home page now presents an Enterprise AI Trust Platform with data quality, sensitivity scanning, governance and runtime policy enforcement. Monitoring, lineage and cost anomaly detection remain among the listed features.

Which alternative publishes a price?

Soda prints a flat monthly Team price and a free plan. Metaplane lists a free plan of 10 tables with Pro billed per table. Great Expectations has a free Developer option, though its tier amounts appear only as an image.

Is there an open-source alternative?

Elementary's dbt package and Great Expectations' GX Core are both Apache-2.0. Soda Core is source-available under the Elastic License 2.0, which bars managed-service resale. Open-source use means you run alerting yourself.

Which alternatives are European?

Soda lists Belgium and Validio, registered in Stockholm, is Swedish. Sifflet gives a Paris address in its privacy policy, though its website is operated by Sifflet, Inc. Others are US-based or do not state a country.

What does Bigeye store from my warehouse?

Its security page says it stores only aggregate statistics, never raw data, and uses read-only service accounts. Ask any alternative the same two questions before connecting a production warehouse.

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Sources

Checked 10 November 2026
  • Bigeye pricing address (demo request): No plans or prices published; request a demo form.
  • Bigeye home page: Enterprise AI Trust Platform description and module list.
  • Bigeye security: SOC 2 Type II, ISO 27001, read-only accounts, aggregate statistics only.
  • Bigeye data observability page: Monitoring, lineage and cost anomaly detection listed as features.
  • Soda: Free plan, Team price, Soda Core licence, entities in Brussels and Chicago.
  • Validio: Segment anomalies, 14-day trial, VPC option, Stockholm registration.
  • Sifflet: Asset tiers, marketplace buying, Paris address in privacy policy.
  • Elementary: Apache-2.0 package, 30-day trial, Boomi announcement of 19 October 2026.
  • Great Expectations: GX Core Apache-2.0, GX Cloud tiers.
  • Lightup: Cloud and Enterprise plan limits, hybrid deployment.
  • Metaplane: Free 10 tables, Pro per table, Datadog ownership.
  • Anomalo: Unsupervised monitoring, demo-only start.
  • Datafold: Value-level diffing, migrations, no published price.
  • Acceldata: ADOC tiers, Hadoop observability, 30-day trial, Campbell headquarters.
  • Monte Carlo: Four tiers, credits, Start limits.
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Who wrote this

Last reviewed 10 November 2026

Sebastiaan Smits

Founder · Amsterdam, Netherlands

Founder of The Knowledge Engineers and of 2 Steps Ahead, an AI search visibility agency. Editorially responsible for every page on this site; research and drafting are AI-assisted.

Author and fact-checker: Sebastiaan Smits. This page was last reviewed on 10 November 2026; our review process is public.

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