YugabyteDB · YSQL · YCQLYugabyteDB database services.
YugabyteDB is an open-source, Apache 2.0-licensed distributed SQL database engineered for multi-region transactional resilience. It combines a Google Spanner-inspired architecture (per-tablet Raft consensus over a RocksDB-based DocDB storage engine) with a dual API: YSQL (PostgreSQL query layer reuse) and YCQL (Cassandra CQL compatibility). JusDB provides YugabyteDB DBRE: tablet hotspot mitigation, DocDB storage tuning, multi-region replication design, yb-voyager migrations, and agreed incident response, with 24x7 on-call available.
Apache 2.0 distributed SQL with a dual API. YSQL runs on the actual Postgres query layer. YCQL handles Cassandra-compatible wide-column workloads. Underneath: Raft per tablet, RocksDB storage, and multi-region active-active replication.
YugabyteDB · YSQL + tablets
Raft consensus · RF=3 · multi-region
2.08k
8ms
3.8k
25%
Cluster Throughput
14.60k ops[OK] tablet: split + rebalance complete, RF=3 replicas
[INF] raft: tablet leader election stable, 0 stepdowns
[OK] yb-master: tserver heartbeats healthy, 9 nodes
[INF] xcluster: async replication lag 0ms to dr region
Example monitoring view showing database activity and engineer actions. Uses sample data, not customer data.
24
Supported database technologies
24x7
On-call coverage, under your service agreement
30 min
P1 initial-response target on 24x7 on-call
2 to 4 h
Initial-response target in covered business hours
Considering YugabyteDB?
- ▸ Apache 2.0 distributed SQL — your distribution model conflicts with CockroachDB's BSL/CCL. YugabyteDB is the permissive-licence alternative. The open question is feature parity for your workload.
- ▸ Cassandra + Postgres consolidation — you run both engines today. YugabyteDB's YSQL+YCQL dual API promises a single platform. The proof-of-concept design needs an honest audit.
- ▸ Postgres-extension dependency — your workload uses pgcrypto, hstore, or similar extensions that CockroachDB doesn't support. YSQL reuses the Postgres query layer, so it is the better fit.
JusDB YugabyteDB specialists design, deploy, and operate distributed-SQL workloads on the Apache 2.0 stack. See YugabyteDB consulting →
What we build with YugabyteDB
From cluster design to multi-region cutover — end-to-end YugabyteDB expertise.
Apache 2.0 Distributed SQL
Permissive open-source licensing for redistribution, SaaS embedding, and vendor-neutral procurement — unlike BSL/CCL alternatives.
Dual API (YSQL + YCQL)
YSQL gives PostgreSQL wire-protocol compatibility using the actual Postgres query layer. YCQL gives Cassandra-CQL compatibility for wide-column workloads.
Spanner-Style Architecture
Raft replication per tablet, a RocksDB storage engine, and automatic sharding and rebalancing. It is a proven scale-out architecture for OLTP at petabyte scale.
Multi-Region Replication
Tablespaces + replica placement policies for active-active multi-region writes with configurable consistency and latency tradeoffs.
Postgres Extension Support
Selected Postgres extensions work natively, including pgcrypto, fuzzystrmatch, hstore, and postgres_fdw. That puts YugabyteDB closer to a true Postgres drop-in than CockroachDB.
Yugabyte Aeon Operations
Managed SaaS on AWS, Azure, and GCP, in Serverless or Dedicated tiers. It covers automated backups, monitoring, scaling, and multi-cloud failover.
Dual-API scale, tuned for latency
We tune tablet splitting, replica placement, and the RocksDB storage layer so that YSQL and YCQL workloads stay fast across regions. The aim is Postgres-query-layer compatibility without the latency surprises.
Query Performance
After tuningIllustrative health scores · results depend on the workload
YugabyteDB Production Failure Modes
Distributed SQL engines combining the PostgreSQL query layer with Raft-replicated RocksDB storage fail differently than monolithic databases. Here is how JusDB diagnoses and permanently eliminates YugabyteDB's most critical production bottlenecks.
Hot Tablet Overload & YB-TServer Heartbeat Loss
Sequential primary keys or unindexed foreign keys funnel high-volume write traffic onto a single tablet. This saturates the hosting YB-TServer's CPU and disk I/O, causing heartbeat lease timeouts to YB-Master and triggering cascade tablet leader re-elections.
Pre-split tables across tablet servers at create time (SPLIT INTO n TABLETS), enforce hash partitioning on high-cardinality keys, and configure dynamic tablet splitting thresholds based on size and access frequency.
DocDB RocksDB Write Stalls & SSTable Compaction Lag
Bursts of heavy insert or update mutations overwhelm DocDB's in-memory MemTables before background threads can flush them to SSTables on disk, triggering write stalls, high P99 latencies, and client query timeouts.
Calibrate RocksDB memtable sizes, configure write buffer managers, enable SSTable rate limiting during compactions, and monitor yb_tserver_write_stall_time_ms to preempt storage backpressure.
Multi-Region Raft Quorum Latency & xCluster Lag Spikes
Cross-region tables with synchronous Raft consensus across continental availability zones incur 100ms+ roundtrip latencies on every write transaction, while xCluster asynchronous replication lag accumulates during network jitter.
Deploy tablespaces with node-tag placement policies, utilize duplicate read-replica clusters for low-latency regional reads, and deploy YugabyteDB Smart Drivers for topology-aware connection routing.
Production YugabyteDB Diagnostic Runbooks
Non-blocking REST API and administration commands executed by JusDB YugabyteDB DBREs during incident triage to isolate tablet leader skew, RocksDB write stalls, and tablet health.
Queries master metadata to evaluate tablet server live status, tablet leader counts per node, and partition balance.
# Inspect tablet server live status and leader distribution
curl -s "http://127.0.0.1:9000/api/v1/tablet-servers" | jq '.[] | {id, num_tablets: .user_tablets_total, leaders: .user_tablet_leaders}'
# Inspect table partition properties and tablet split status via YSQL
SELECT * FROM yb_table_properties('users');Monitors Prometheus telemetry for RocksDB MemTable write stalls, compaction read volume, and tablet state.
# Inspect DocDB Prometheus metrics for RocksDB write stalls and compaction lag curl -s "http://127.0.0.1:9000/prometheus" | grep -E 'rocksdb_write_stall|rocksdb_compact_read_bytes|yb_tserver_write_stall' # List tablet IDs and Raft status for a specific keyspace and table yb-admin -master_addresses 127.0.0.1:7100 list_tablets ysql.production users
Queries we've transformed
Illustrative examples of the problem and the fix, not client measurements.
4,000ms
8ms
Range-partitioned key overloading one tablet
The fix
CREATE TABLE ... PRIMARY KEY (id HASH) — hash on tablets
290ms
10ms
Reads routed to tablet leader in remote region
The fix
Set leader-preference + follower reads for locality
8,200ms
20ms
Seq scan — 5.8M rows, no covering index
The fix
Added covering index INCLUDE (status, amount)
3/3
Servers live
~0s
Region-fail RTO
RF=3
Replication Factor
Always on. Raft-engineered.
Raft replication per tablet commits on a majority of replicas. Automatic rebalancing and tablespace-driven replica placement target multi-region survival. Availability targets are agreed per workload and written into your service agreement.
A hot-tablet P1, answered within your agreement's target.
A write hotspot can overload a single tablet. RocksDB compaction can stall. In either case a named YugabyteDB engineer responds, not a ticket queue. We split tablets and rebalance online.
p99 latency spike; one hot tablet
A named YugabyteDB engineer responds within your agreement's initial-response target
Range-partitioned key funnelling load to one tablet
Split the hot tablet and spread leaders with leader preferences
Load spread across tablets and p99 back to baseline; hash-partitioned key planned; post-incident review
Pre-Migration Assessment
PostgreSQL / Cassandra → YugabyteDB (YSQL / YCQL)
Estimated cutover window: < 10 minutes
Move to YugabyteDB with a rehearsed cutover
PostgreSQL → YugabyteDB with yb-voyager. We assess schema and extension compatibility, then move the data. We validate YSQL parity and cut over with the application unchanged where possible.
YugabyteDB DBRE: Evaluation Matrix
How JusDB specialized YugabyteDB reliability engineering compares against Yugabyte Aeon cloud management, internal DevOps generalists, and generic DBAs.
| Evaluation Vector | JusDB YugabyteDB DBRE | Yugabyte Aeon Managed | In-House Generalists |
|---|---|---|---|
| Dual-API Topology & Schema Strategy (YSQL & YCQL) | Workload-driven API selection, tablespace affinity mapping, Postgres extension audits (pgcrypto, PostGIS), and schema tuning | Both APIs supported out of the box, but no architectural workload analysis or query-level refactoring guidance | Mixing YSQL and YCQL antipatterns without clear isolation boundaries, causing complex transaction consistency bugs |
| Tablet Sizing & DocDB (RocksDB) Storage Tuning | Pre-split tablet planning, RocksDB memtable/block cache sizing, compaction throttling, and write amplification mitigation | Automated tablet splitting provided, but limited fine-tuning of internal RocksDB flush and compaction parameters for heavy write surges | Tablet count miscalculations causing single-tablet CPU hotspots and write stalls during aggressive RocksDB compactions |
| Multi-Region Replication & Latency Budgets | Synchronous multi-region Raft quorum tuning, xCluster bidirectional replication, and Smart Driver topology-aware routing | Multi-region setup supported in cloud console, but cross-region latency budgeting and client connection routing remain self-managed | High P99 latency spikes caused by unoptimized cross-region Raft consensus roundtrips on hot transactional tables |
| Low-Downtime yb-voyager Migrations | Postgres/Oracle schema conversion via yb-voyager, fall-forward/fall-back replication pipelines, and dual-write shadow validation | Documentation and yb-voyager CLI available, but migration execution, error triage, and cutover risk management are self-service | Data type mapping errors and sequence desynchronization during cutover, causing multi-hour unexpected downtime |
| Incident Response & Escalation | Named YugabyteDB engineers join your incident bridge for tablet leader unavailability and node dropouts. Initial-response targets: 2 to 4 hours in covered business hours; 30 minutes for P1 incidents with 24x7 on-call. Targets, not resolution guarantees. | Standard cloud support ticketing with 1 to 4-hour response SLAs depending on enterprise support contract level | Developer alert fatigue debugging YB-Master quorum elections, tablet leader rebalancing, and network partitions at 3 AM |
| Day-Two Maintenance & Chaos Testing | Rolling upgrades, automated yb-admin health scripts, continuous chaos drills (node & zone kills), verified PITR restores | Automated maintenance windows and daily snapshots, but cross-region disaster recovery drills and chaos tests are not included | Upgrades avoided due to fear of Raft quorum corruption; disaster recovery RTO and data consistency remain unvalidated |
YugabyteDB service paths
YugabyteDB Consulting
We cover the YSQL vs YCQL decision and tablespace + replica placement design, plan your Postgres → YugabyteDB migration with yb-voyager, and size your Yugabyte Aeon deployment. All as written advisory deliverables.
Learn moreYugabyteDB Migration
PostgreSQL → YugabyteDB with yb-voyager. We assess schema and extensions, move the data, and validate YSQL parity. We cut over with low downtime to Aeon, self-managed, or Kubernetes.
Learn moreCockroachDB vs YugabyteDB
A side-by-side comparison of Spanner architecture, the dual API (YSQL+YCQL), and multi-region tables. It also covers BSL/CCL vs Apache 2.0 licensing and when each one wins.
Learn moreYugabyteDB — common questions
Ready to evaluate YugabyteDB?
Book a 30-minute scoping call. We'll discuss your workload and the YSQL+YCQL split. We also cover the managed-vs-self-managed decision before any statement of work.
Explore Our YugabyteDB Services
Explore more ways our YugabyteDB experts can help with your database infrastructure.