Google Cloud BigQuery Graph vs Memgraph

Both are property graph databases. Google Cloud BigQuery Graph (2026-04, Proprietary, C++) ranks #65 this month; Memgraph (2020-05, BUSL-1.1, C++) ranks #4.

Attribute Google Cloud BigQuery Graph #65 ▼15 Growing Memgraph #4 = Leader
At a glance
Rank #65#4
Score 44.470.8
GitHub stars —4.6k
Popularity 54.172.8
Activity 49.980.9
Community 33.461.0
Research 50.062.6
Fundamentals
Description A graph layer within Google Cloud BigQuery that runs property graph queries over warehouse tables using GQL, without a separate graph store. Property graphs are defined as views over existing tables and queried at analytical scale.An in-memory property graph database with ACID transactions and strong consistency. Includes the MAGE library of graph algorithms and supports real-time streaming ingestion.
Vendor GoogleMemgraph
Model Property GraphProperty Graph
Kind databasedatabase
Category EnterpriseEnterprise
First released 2026-042020-05
Status activeactive
License ProprietaryBUSL-1.1
Written in C++C++
Query languages GQL, SQL/PGQopenCypher
gdotv support yesyes

Feature scores — not surveyed for Google Cloud BigQuery Graph

Feature Google Cloud BigQuery GraphMemgraph
Community & Business
Active development —✓
Commercial support —✓
Live community —0.5
Open Source —·
Pricing —·
Trendiness —0.25
Deployment
Containerization —✓
Work as dedicated instance —✓
Work as embedded —·
Testing in-memory version —0.75
Platform
Operating on Linux —✓
Operating on Windows —0.5
SaaS offering —✓
Operations
Automatic updates —·
Client side caching —·
Data versioning support —·
Live backups —✓
Distribution
Cluster Re-balancing —✓
Data Distribution —✓
High-Availability —✓
Query Distribution —✓
Replication support —✓
Developer Experience
Data types defined —·
Logging/Auditing —✓
Object-Graph Mapper —✓
Reactive programming —·
Documentation up-to-date —0.75
Binary protocol —✓
CLI —✓
GUI —✓
Data Model
Multi-database —·
Graph-native data —✓
REST API —·
Query Language —✓
Transactions
Granular locking —·
Multiple isolation levels —·
Read committed transaction —✓
Transaction support —✓
Schema & Security
Constraints —✓
Schema support —0.75
Secondary indexes —✓
Server side procedures —✓
Triggers —✓
Authentication —✓
Authorization —✓
Data encryption —·