Context-Based Logging
Stop drowning in fragmented logs. Capture complete user sessions as structured graphs—zero code changes, 62% lower costs, AI-ready. Deploy as open-source in your cluster or use our fully-managed cloud service.
From Chaos to Clarity
Traditional logs scatter your data across millions of lines. We capture the complete story.
Traditional Logging
Chaos
[svc-a] 10:00:01.234 INFO req_id=? user=?
[svc-b] 10:00:01.456 DEBUG db_query took 234ms
[svc-c] 10:00:01.789 WARN connection pool low
[svc-a] 10:00:02.001 DEBUG processing...
[svc-b] 10:00:02.345 ERROR NullPointerException
[svc-d] 10:00:02.567 INFO cache miss key=xyz
[svc-a] 10:00:02.890 DEBUG response sent
[svc-c] 10:00:03.012 INFO cleanup started
?
🤖AI Analysis
> Scanning 10,000 log lines...
> No causality found
> Context: MISSING
Context-Based Logging
Structured
Session #a1b2c3d4
🤖AI Analysis
> Session #a1b2c3d4 analyzed
> Root cause: Pay service timeout
> Impact: user_123, order_456
And It's 62% Cheaper
Global Indexing
221× Cost
Index EVERY field of EVERY log line
log_1:
user_id
$
action
$
timestamp
$
status
$
log_2:
user_id
$
path
$
method
$
latency
$
log_3:
user_id
$
error
$
stack
$
level
$
3 logs × 4 fields = 12 index entries
1M logs → 10M index entries 💸
221×
vs Storage Cost
$164,827
/month
Lightweight Index + Graph
1× Cost
Step 1: Lightweight index (key IDs only)
user_12345
→sess_abc
✓Step 2: Traverse within session graph
1×
Storage Only
$62,517
/month
$-62%Cost Reduction
Save $1.2M/year
Organization-Level Data Isolation
Each organization has independent data domains and keys, strictly isolated from each other.
Independent API Key with encrypted channels, data stored by organization domains
Session graphs as boundaries, cross-organization access and traces invisible
Permissions and roles based on organization isolation, fine-grained RBAC with audit
Native OpenTelemetry compatible, user traces and Softprobe mutually isolated
Dead Simple Setup. Zero Code.
Use a single command to set up a local Kubernetes environment with a demo app, and instantly visualize business-level traces in the Softprobe dashboard.