Architecture: - ja4_logs: raw log ingestion (http_logs_raw, http_logs, mv_http_logs) - ja4_processing: analytics, aggregation, ML, dictionaries, audit Configuration (env vars): - CLICKHOUSE_DB_LOGS (default: ja4_logs) - CLICKHOUSE_DB_PROCESSING (default: ja4_processing) Changes: - SQL migrations (10 files): all mabase_prod refs → ja4_logs or ja4_processing with correct cross-database references (MVs, views, dicts) - deploy_schema.sh: substitutes DB names from env vars at deploy time - Python shared settings: added CLICKHOUSE_DB_LOGS + CLICKHOUSE_DB_PROCESSING - Dashboard routes (19 files): replaced ~80 hardcoded mabase_prod refs with settings.CLICKHOUSE_DB_LOGS / settings.CLICKHOUSE_DB_PROCESSING - Bot-detector: DB → CLICKHOUSE_DB_PROCESSING, fetch_rules.py configurable - Correlator: DSN example updated to ja4_logs - Docker-compose + .env files: new env vars with defaults - All documentation updated (14 markdown files) All tests pass: sentinel 10/10, correlator 67.1%, bot-detector 11, dashboard 20, ja4_common 18 Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
8.4 KiB
8.4 KiB
Database Migrations
The ClickHouse schema for ja4-platform is managed through numbered SQL migration files in shared/clickhouse/. Migrations are idempotent (using IF NOT EXISTS / IF EXISTS) and must be applied in numeric order.
Migration Order
| File | Purpose |
|---|---|
00_database.sql |
Creates the ja4_processing database |
01_raw_tables.sql |
Creates http_logs_raw ingest table (MergeTree, 1-day TTL) |
02_dictionaries.sql |
Creates ASN geo dictionary (dict_iplocate_asn), bot IP/JA4 reference tables, ref_bot_networks |
03_anubis_tables.sql |
Creates Anubis crawler rule tables (anubis_ua_rules, anubis_ip_rules, anubis_asn_rules, anubis_country_rules) and their dictionaries (dict_anubis_ua, dict_anubis_ip, dict_anubis_asn, dict_anubis_country) |
04_mv_http_logs.sql |
Creates the canonical http_logs table and mv_http_logs materialized view with full Anubis enrichment |
05_aggregation_tables.sql |
Creates reputation dictionaries (dict_bot_ip, dict_bot_ja4, dict_asn_reputation), behavioral aggregation tables (agg_host_ip_ja4_1h, agg_header_fingerprint_1h), and their materialized views |
06_ml_tables.sql |
Creates ML output tables (ml_detected_anomalies, ml_all_scores) and view_ip_recurrence |
07_ai_features_view.sql |
Creates view_ai_features_1h — the 50+ feature view used by bot-detector |
08_users.sql |
Creates ClickHouse users (data_writer, analyst) and grants permissions |
09_audit_table.sql |
Creates audit_logs table for SOC dashboard audit trail |
Prerequisites
1. ClickHouse Server
A running ClickHouse server (version 23.8+ recommended for REGEXP_TREE dictionary support).
2. CSV Data Files
Place the following files in /var/lib/clickhouse/user_files/:
| File | Source | Description |
|---|---|---|
iplocate-ip-to-asn.csv |
IPLocate | IP-to-ASN mapping with country, org, domain |
bot_ip.csv |
Custom | Known bot IP prefixes (CIDR format) |
bot_ja4.csv |
Custom | Known bot JA4 fingerprints |
asn_reputation.csv |
Custom | ASN reputation labels (human, bot, unknown) |
3. Anubis Passwords
Migration 03_anubis_tables.sql contains placeholder passwords (CHANGE_ME) for the Anubis dictionaries. Replace these with the actual ClickHouse admin password before applying:
sed -i "s/CHANGE_ME/your_actual_password/g" 03_anubis_tables.sql
How to Apply
Full Initial Setup
Apply all migrations in order:
cd shared/clickhouse/
clickhouse-client --multiquery < 00_database.sql
clickhouse-client --multiquery < 01_raw_tables.sql
clickhouse-client --multiquery < 02_dictionaries.sql
clickhouse-client --multiquery < 03_anubis_tables.sql
clickhouse-client --multiquery < 04_mv_http_logs.sql
clickhouse-client --multiquery < 05_aggregation_tables.sql
clickhouse-client --multiquery < 06_ml_tables.sql
clickhouse-client --multiquery < 07_ai_features_view.sql
clickhouse-client --multiquery < 08_users.sql
clickhouse-client --multiquery < 09_audit_table.sql
With Authentication
clickhouse-client --user admin --password 'your_password' --multiquery < 00_database.sql
# ... repeat for each file
One-Liner (All at Once)
cd shared/clickhouse/
for f in 0*.sql; do
echo "Applying $f..."
clickhouse-client --multiquery < "$f"
done
How to Verify
After applying all migrations, run these queries to verify each migration was successful:
00 — Database
SHOW DATABASES LIKE 'ja4_processing';
-- Expected: ja4_processing
01 — Raw Tables
EXISTS ja4_logs.http_logs_raw;
-- Expected: 1
02 — Dictionaries
SELECT dictGetOrDefault('ja4_processing.dict_iplocate_asn', 'country_code',
toIPv6(toIPv4('8.8.8.8')), 'MISSING');
-- Expected: US (if CSV loaded) or MISSING
03 — Anubis Tables
EXISTS ja4_processing.anubis_ua_rules;
EXISTS ja4_processing.anubis_ip_rules;
EXISTS ja4_processing.anubis_asn_rules;
EXISTS ja4_processing.anubis_country_rules;
-- Expected: 1 for each
04 — MV + http_logs
EXISTS ja4_logs.http_logs;
SELECT name FROM system.tables WHERE database = 'ja4_logs' AND name = 'mv_http_logs';
-- Expected: mv_http_logs
05 — Aggregation Tables
EXISTS ja4_processing.agg_host_ip_ja4_1h;
EXISTS ja4_processing.agg_header_fingerprint_1h;
SELECT name FROM system.dictionaries WHERE database = 'ja4_processing' AND name = 'dict_bot_ip';
-- Expected: dict_bot_ip
06 — ML Tables
EXISTS ja4_processing.ml_detected_anomalies;
EXISTS ja4_processing.ml_all_scores;
SELECT name FROM system.tables WHERE database = 'ja4_processing' AND name LIKE 'view_ip%';
-- Expected: view_ip_recurrence
07 — AI Features View
SELECT name FROM system.tables WHERE database = 'ja4_processing' AND name = 'view_ai_features_1h';
-- Expected: view_ai_features_1h
08 — Users
SHOW GRANTS FOR data_writer;
-- Expected: GRANT INSERT, SELECT ON ja4_logs.http_logs_raw TO data_writer
SHOW GRANTS FOR analyst;
-- Expected: GRANT SELECT ON multiple tables
09 — Audit Table
EXISTS ja4_processing.audit_logs;
-- Expected: 1
Full Verification Query
SELECT
count() AS total_tables
FROM system.tables
WHERE database = 'ja4_processing'
AND name IN (
'http_logs_raw', 'http_logs', 'agg_host_ip_ja4_1h', 'agg_header_fingerprint_1h',
'ml_detected_anomalies', 'ml_all_scores', 'ref_bot_networks',
'anubis_ua_rules', 'anubis_ip_rules', 'anubis_asn_rules', 'anubis_country_rules',
'audit_logs', 'bot_ip', 'bot_ja4'
);
-- Expected: 14
Rollback Notes
General Approach
ClickHouse does not support transactional DDL. To roll back a migration:
- Tables:
DROP TABLE IF EXISTS ja4_processing.<table_name> - Materialized Views:
DROP VIEW IF EXISTS ja4_processing.<mv_name>(drop MV before its target table) - Dictionaries:
DROP DICTIONARY IF EXISTS ja4_processing.<dict_name> - Views:
DROP VIEW IF EXISTS ja4_processing.<view_name> - Users:
DROP USER IF EXISTS <username>
Rollback Order (Reverse of Apply)
-- 09: Audit
DROP TABLE IF EXISTS ja4_processing.audit_logs;
-- 08: Users
DROP USER IF EXISTS data_writer;
DROP USER IF EXISTS analyst;
-- 07: AI Features View
DROP VIEW IF EXISTS ja4_processing.view_ai_features_1h;
-- 06: ML Tables
DROP VIEW IF EXISTS ja4_processing.view_ip_recurrence;
DROP TABLE IF EXISTS ja4_processing.ml_all_scores;
DROP TABLE IF EXISTS ja4_processing.ml_detected_anomalies;
-- 05: Aggregation
DROP VIEW IF EXISTS ja4_processing.mv_agg_header_fingerprint_1h;
DROP VIEW IF EXISTS ja4_processing.mv_agg_host_ip_ja4_1h;
DROP TABLE IF EXISTS ja4_processing.agg_header_fingerprint_1h;
DROP TABLE IF EXISTS ja4_processing.agg_host_ip_ja4_1h;
DROP DICTIONARY IF EXISTS ja4_processing.dict_asn_reputation;
DROP DICTIONARY IF EXISTS ja4_processing.dict_bot_ja4;
DROP DICTIONARY IF EXISTS ja4_processing.dict_bot_ip;
-- 04: MV + http_logs
DROP VIEW IF EXISTS ja4_logs.mv_http_logs;
DROP TABLE IF EXISTS ja4_logs.http_logs;
-- 03: Anubis
DROP DICTIONARY IF EXISTS ja4_processing.dict_anubis_country;
DROP DICTIONARY IF EXISTS ja4_processing.dict_anubis_asn;
DROP DICTIONARY IF EXISTS ja4_processing.dict_anubis_ip;
DROP DICTIONARY IF EXISTS ja4_processing.dict_anubis_ua;
DROP TABLE IF EXISTS ja4_processing.anubis_country_rules;
DROP TABLE IF EXISTS ja4_processing.anubis_asn_rules;
DROP TABLE IF EXISTS ja4_processing.anubis_ip_rules;
DROP TABLE IF EXISTS ja4_processing.anubis_ua_rules;
-- 02: Dictionaries
DROP DICTIONARY IF EXISTS ja4_processing.dict_iplocate_asn;
DROP TABLE IF EXISTS ja4_processing.bot_ja4;
DROP TABLE IF EXISTS ja4_processing.bot_ip;
DROP TABLE IF EXISTS ja4_processing.ref_bot_networks;
-- 01: Raw Tables
DROP TABLE IF EXISTS ja4_logs.http_logs_raw;
-- 00: Database
DROP DATABASE IF EXISTS ja4_processing;
Important Notes
- Data loss: Dropping tables destroys all data. Always back up before rollback.
- MV dependency: Materialized views must be dropped before their target tables.
- Dictionary dependency: Views/MVs using dictionaries will fail if dictionaries are dropped while they still reference them.
- Idempotent re-apply: After rollback, migrations can be safely re-applied since they use
IF NOT EXISTS. 04_mv_http_logs.sqlis the canonical version of the MV, superseding any base version inservices/correlator/sql/init.sql.