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Databases · head to head

Privacera vs SingleStore

Privacera logo

Privacera

Databases

Centralised data access governance from the creators of Apache Ranger, now rebranding as Trust3 AI

From
On request
Rated
-
Full reviewWebsite
SingleStore logo

SingleStore

Databases

The real-time distributed SQL database for data-intensive applications

From
Free
Rated
-
Full reviewWebsite

The short version

  • Only SingleStore has a free tier, so it costs nothing to try first.
  • Each has a real cost: Privacera the company is mid-rebrand to Trust3 AI as of March 2026, so documentation, contracts and support channels are in transition and buyers should confirm which entity and which product name their agreement actually names.; SingleStore high licensing costs that increase with data scale and cluster size
  • They diverge on capability: Privacera covers Centralised policy authoring, SingleStore covers Real-time Analytics.
  • Prices and features above were last checked on 31 August 2026.

Where they differ

Only the attributes on which Privacera and SingleStore actually diverge.

Attributes where Privacera and SingleStore differ
AttributePrivaceraSingleStore
Starting priceOn requestFree
Pricing modelquoteUnknown
Free tierNoYes
PlatformsWeb, LinuxCloud (SingleStoreDB Cloud), Self-Managed
FoundedUnknown2011

Identical on both: user rating (Not yet rated), category (Databases).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in Privacera

  • Centralised policy authoring
  • Native enforcement
  • Attribute-based access control
  • Dynamic masking and row filtering
  • Sensitive data discovery
  • Encryption and de-identification
  • Audit reporting
  • AI governance agent

Only in SingleStore

  • Real-time Analytics
  • Fast Data Ingest
  • In-memory Processing
  • Distributed Architecture
  • MySQL Compatible
  • Columnar Storage
  • Vector Search
  • Kafka

What people use each for

The jobs each tool is most often brought in to do.

Privacera

  • An enterprise running both Databricks and Snowflake that needs one masking policy honoured identically in both rather than two sets of grants to reconcilenot SingleStore
  • A bank that must produce a single access audit across its analytics estate for a regulator without stitching together per-engine logsnot SingleStore
  • A Hadoop shop with years of Apache Ranger policies migrating to cloud analytics and wanting to carry the policy model across rather than rewrite itnot SingleStore
  • A team exposing governed data to LLM applications that needs the same row and column restrictions to apply when an agent queries on a user behalfnot SingleStore

SingleStore

  • Transaction processingnot Privacera
  • Data storagenot Privacera
  • Application backendnot Privacera
  • Reportingnot Privacera
  • Data analyticsnot Privacera

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

Privacera

  • The company is mid-rebrand to Trust3 AI as of March 2026, so documentation, contracts and support channels are in transition and buyers should confirm which entity and which product name their agreement actually names.
  • Investment is visibly shifting towards agentic AI governance, which raises a fair question about how much engineering continues to go into the classic data access governance modules that most existing customers actually bought.
  • Native enforcement depends on each engine supporting the policy constructs you need, so what you can express on Databricks may not be enforceable identically on a less capable source, and coverage must be verified source by source.
  • It sits between the data platforms and their own governance features, and as Databricks Unity Catalog and Snowflake native governance mature, single-platform customers find the case for a separate layer weakening.
  • Pricing is unpublished and scales with connected sources, so an organisation that keeps adding data platforms discovers the governance layer cost grows alongside the platform costs it was meant to rationalise.

SingleStore

  • High licensing costs that increase with data scale and cluster size
  • Eventual consistency in replication: secondary replicas may lag during high write loads
  • Complex operational setup requiring specialized knowledge for optimization
  • Vendor lock-in due to proprietary technology without open-source alternatives
  • Disorganized documentation and lack of online training resources

Pricing, plan by plan

Privacera

On request
  • Privacera Platform$undefined/year
    • Quoted by connected data sources, users and deployment model
    • Self-managed and Privacera Cloud SaaS options
    • Free trial available for Privacera Cloud and Trust3 AI

SingleStore

Free
  • Free Tier$0.99/month
    • Usage-based pricing
    • Limited resources

Which should you pick?

Choose Privacera if

  • You need centralised policy authoring.
  • You work on Web, Linux.
  • You also want native enforcement.
Privacera review

Choose SingleStore if

  • You need real-time analytics.
  • You want to start without paying.
  • You work on Cloud (SingleStoreDB Cloud), Self-Managed.
  • You also want fast data ingest.
SingleStore review

Questions people ask

Is Privacera or SingleStore better?
Neither clearly leads. Privacera starts at On request and SingleStore at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Privacera or SingleStore?
SingleStore has a free tier; the other does not. Paid plans start at On request for Privacera and Free for SingleStore.
Does Privacera or SingleStore run on more platforms?
Privacera runs on Web, Linux. SingleStore runs on Cloud (SingleStoreDB Cloud), Self-Managed.
Can I use SingleStore for free?
Yes. SingleStore has a free tier, so you can try it without paying. Privacera starts at On request.
What is Privacera best used for?
Privacera is most often used for an enterprise running both databricks and snowflake that needs one masking policy honoured identically in both rather than two sets of grants to reconcile, a bank that must produce a single access audit across its analytics estate for a regulator without stitching together per-engine logs, a hadoop shop with years of apache ranger policies migrating to cloud analytics and wanting to carry the policy model across rather than rewrite it, a team exposing governed data to llm applications that needs the same row and column restrictions to apply when an agent queries on a user behalf. Of those, an enterprise running both databricks and snowflake that needs one masking policy honoured identically in both rather than two sets of grants to reconcile and a bank that must produce a single access audit across its analytics estate for a regulator without stitching together per-engine logs are not what SingleStore is typically brought in for.
What can Privacera do that SingleStore cannot?
Privacera covers Centralised policy authoring, Native enforcement, Attribute-based access control, Dynamic masking and row filtering. SingleStore covers Real-time Analytics, Fast Data Ingest, In-memory Processing, Distributed Architecture.

Answered from the vendors’ own pages

Privacera: Did Privacera merge with Immuta?

No. They remain independent competitors, and Privacera still publishes comparison material against Immuta. What did happen is a rebrand to Trust3 AI announced in March 2026.

SingleStore: Does SingleStore offer a free tier?

Yes, SingleStore offers a free tier starting from $0.99/month with usage-based pricing. The free tier allows developers to evaluate the platform with limited resources before scaling to production workloads.

Source
Privacera: Is it the same as Apache Ranger?

It is built on Ranger by Ranger creators, but it adds multi-engine enforcement, discovery, a managed cloud option and support. Ranger alone does not cover Snowflake or cloud storage in the same way.

SingleStore: Can SingleStore handle both transactional and analytical workloads?

Yes, SingleStore is a hybrid transactional/analytical processing (HTAP) database that combines operational (OLTP) and analytical (OLAP) workloads in a single unified engine, eliminating the need for separate systems.

Source
Privacera: Does it slow down queries?

It pushes policy into the underlying engine rather than proxying, so query execution stays native. Policy synchronisation, not query latency, is the usual operational concern.

SingleStore: Does SingleStore integrate with Apache Spark?

Yes, SingleStore provides the Spark Connector 3.0 for bidirectional data integration with Apache Spark. The connector supports SQL, Python, Scala, Java, and R for data loading and extraction.

Source
Privacera: What does it cost?

Not published. Quoted by connected sources, user count and whether you self-manage or use Privacera Cloud. A free trial of the cloud product is available.

SingleStore: Can SingleStore ingest data from Kafka?

Yes, SingleStore supports high-throughput streaming ingestion from Apache Kafka and other sources, enabling millions of events per second without requiring ETL pipelines or data movement.

Source
SingleStore: Is SingleStore available as cloud or self-managed?

SingleStore offers both deployment options: SingleStoreDB Cloud (managed service) and SingleStore Self-Managed for on-premises or private cloud deployments. The managed service handles infrastructure, scaling, and maintenance automatically.

Source
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