ja4-platform/shared/clickhouse/05_aggregation_tables.sql

-- =============================================================================
-- 05_aggregation_tables.sql — Behavioral aggregation tables + MVs
-- Source: bot_detector/deploy_views.sql sections 2-5
-- =============================================================================

-- -----------------------------------------------------------------------------
-- Bot reputation dictionaries (in-RAM for fast lookup)
-- CSV files must be placed at: /var/lib/clickhouse/user_files/
-- -----------------------------------------------------------------------------
DROP DICTIONARY IF EXISTS mabase_prod.dict_bot_ip;
CREATE DICTIONARY mabase_prod.dict_bot_ip
(
    prefix   String,
    bot_name String
)
PRIMARY KEY prefix
SOURCE(FILE(path '/var/lib/clickhouse/user_files/bot_ip.csv' format 'CSV'))
LAYOUT(IP_TRIE())
LIFETIME(MIN 300 MAX 300);

DROP DICTIONARY IF EXISTS mabase_prod.dict_bot_ja4;
CREATE DICTIONARY mabase_prod.dict_bot_ja4
(
    ja4      String,
    bot_name String
)
PRIMARY KEY ja4
SOURCE(FILE(path '/var/lib/clickhouse/user_files/bot_ja4.csv' format 'CSV'))
LAYOUT(COMPLEX_KEY_HASHED())
LIFETIME(MIN 300 MAX 300);

DROP DICTIONARY IF EXISTS mabase_prod.dict_asn_reputation;
CREATE DICTIONARY mabase_prod.dict_asn_reputation
(
    src_asn UInt64,
    label   String
)
PRIMARY KEY src_asn
SOURCE(FILE(path '/var/lib/clickhouse/user_files/asn_reputation.csv' format 'CSV'))
LAYOUT(HASHED())
LIFETIME(MIN 300 MAX 300);


-- -----------------------------------------------------------------------------
-- agg_host_ip_ja4_1h — behavioral aggregation (L4/L5/L7)
-- -----------------------------------------------------------------------------
CREATE TABLE IF NOT EXISTS mabase_prod.agg_host_ip_ja4_1h
(
    window_start DateTime,
    src_ip IPv6, ja4 String, host String, src_asn UInt32,
    src_country_code SimpleAggregateFunction(any, String),
    src_as_name SimpleAggregateFunction(any, String),
    src_org SimpleAggregateFunction(any, String),
    src_domain SimpleAggregateFunction(any, String),
    first_seen SimpleAggregateFunction(min, DateTime),
    last_seen SimpleAggregateFunction(max, DateTime),
    hits SimpleAggregateFunction(sum, UInt64),
    count_post SimpleAggregateFunction(sum, UInt64),
    uniq_paths AggregateFunction(uniq, String),
    uniq_query_params AggregateFunction(uniq, String),
    tcp_fp_raw SimpleAggregateFunction(any, String),
    tcp_jitter_variance AggregateFunction(varPop, Float64),
    tcp_win_raw SimpleAggregateFunction(any, UInt32),
    tcp_scale_raw SimpleAggregateFunction(any, UInt32),
    tcp_mss_raw SimpleAggregateFunction(any, UInt32),
    tcp_ttl_raw SimpleAggregateFunction(any, UInt32),
    http_ver_raw SimpleAggregateFunction(any, String),
    tls_alpn_raw SimpleAggregateFunction(any, String),
    tls_sni_raw SimpleAggregateFunction(any, String),
    first_ua SimpleAggregateFunction(any, String),
    correlated_raw SimpleAggregateFunction(max, UInt8),
    unique_src_ports AggregateFunction(uniq, UInt16),
    unique_conn_id AggregateFunction(uniq, String),
    max_keepalives SimpleAggregateFunction(max, UInt32),
    orphan_count SimpleAggregateFunction(sum, UInt64),
    ip_id_zero_count SimpleAggregateFunction(sum, UInt64),
    total_ip_length_var AggregateFunction(varPop, Float64),
    mss_1460_count SimpleAggregateFunction(sum, UInt64),
    count_assets SimpleAggregateFunction(sum, UInt64),
    count_no_referer SimpleAggregateFunction(sum, UInt64),
    uniq_ua AggregateFunction(uniq, String),
    max_requests_per_sec SimpleAggregateFunction(max, UInt32),
    url_depth_variance AggregateFunction(varPop, Float64),
    count_anomalous_payload SimpleAggregateFunction(sum, UInt64),
    -- B features
    uniq_ja3 AggregateFunction(uniq, String),
    avg_syn_ms AggregateFunction(avg, Float64),
    tls12_count SimpleAggregateFunction(sum, UInt64),
    count_head SimpleAggregateFunction(sum, UInt64),
    count_no_sec_fetch SimpleAggregateFunction(sum, UInt64),
    count_generic_accept SimpleAggregateFunction(sum, UInt64),
    count_http10 SimpleAggregateFunction(sum, UInt64),
    ip_df_var AggregateFunction(varPop, Float64),
    -- TTL features (L4 fingerprint / OS)
    avg_ttl AggregateFunction(avgIf, Float64, UInt8),
    ttl_var AggregateFunction(varPopIf, Float64, UInt8),
    count_no_wscale SimpleAggregateFunction(sum, UInt64),
    count_correlated SimpleAggregateFunction(sum, UInt64),
    -- HTTP features
    count_no_accept_enc SimpleAggregateFunction(sum, UInt64),
    count_http_scheme SimpleAggregateFunction(sum, UInt64)
)
ENGINE = AggregatingMergeTree()
ORDER BY (window_start, src_ip, ja4, host);


-- -----------------------------------------------------------------------------
-- mv_agg_host_ip_ja4_1h — feeds agg_host_ip_ja4_1h from http_logs
-- -----------------------------------------------------------------------------
DROP VIEW IF EXISTS mabase_prod.mv_agg_host_ip_ja4_1h;

CREATE MATERIALIZED VIEW mabase_prod.mv_agg_host_ip_ja4_1h
TO mabase_prod.agg_host_ip_ja4_1h AS
SELECT
    toStartOfHour(src.time) AS window_start,
    toIPv6(src.src_ip) AS src_ip, src.ja4, src.host, src.src_asn,
    any(src.src_country_code) AS src_country_code, any(src.src_as_name) AS src_as_name,
    any(src.src_org) AS src_org, any(src.src_domain) AS src_domain,
    min(src.time) AS first_seen, max(src.time) AS last_seen, count() AS hits,
    sum(IF(src.method = 'POST', 1, 0)) AS count_post,
    uniqState(src.path) AS uniq_paths, uniqState(src.query) AS uniq_query_params,
    any(toString(cityHash64(concat(toString(src.tcp_meta_window_size), toString(src.tcp_meta_mss), toString(src.tcp_meta_window_scale), src.tcp_meta_options)))) AS tcp_fp_raw,
    varPopState(toFloat64(src.syn_to_clienthello_ms)) AS tcp_jitter_variance,
    any(src.tcp_meta_window_size) AS tcp_win_raw, any(src.tcp_meta_window_scale) AS tcp_scale_raw,
    any(src.tcp_meta_mss) AS tcp_mss_raw, any(src.ip_meta_ttl) AS tcp_ttl_raw,
    any(src.http_version) AS http_ver_raw, any(src.tls_alpn) AS tls_alpn_raw, any(src.tls_sni) AS tls_sni_raw,
    any(src.header_user_agent) AS first_ua, max(toUInt8(src.correlated)) AS correlated_raw,
    uniqState(toUInt16(src.src_port)) AS unique_src_ports, uniqState(src.conn_id) AS unique_conn_id,
    max(toUInt32(src.keepalives)) AS max_keepalives,
    sum(IF(src.orphan_side = 'A' OR src.correlated = 0, 1, 0)) AS orphan_count,
    sum(IF(src.ip_meta_id == 0, 1, 0)) AS ip_id_zero_count,
    varPopState(toFloat64(src.ip_meta_total_length)) AS total_ip_length_var,
    sum(IF(src.tcp_meta_mss == 1460, 1, 0)) AS mss_1460_count,
    sum(IF(match(src.path, '(?i)\.(png|jpg|jpeg|gif|css|js|ico|woff2|svg|eot)$'), 1, 0)) AS count_assets,
    sum(IF(position(src.client_headers, 'Referer') = 0, 1, 0)) AS count_no_referer,
    uniqState(src.header_user_agent) AS uniq_ua,
    0 AS max_requests_per_sec,
    varPopState(toFloat64(length(replaceAll(src.path, '/', '//')) - length(src.path))) AS url_depth_variance,
    sum(IF(src.ip_meta_total_length < 60 OR src.ip_meta_total_length > 1500, 1, 0)) AS count_anomalous_payload,
    uniqState(src.ja3) AS uniq_ja3,
    avgState(toFloat64(src.syn_to_clienthello_ms)) AS avg_syn_ms,
    sum(IF(src.tls_version = '1.2', 1, 0)) AS tls12_count,
    sum(IF(src.method = 'HEAD', 1, 0)) AS count_head,
    sum(IF(length(src.header_sec_fetch_site) = 0, 1, 0)) AS count_no_sec_fetch,
    sum(IF(length(src.header_accept) < 5, 1, 0)) AS count_generic_accept,
    sum(IF(src.http_version = 'HTTP/1.0', 1, 0)) AS count_http10,
    varPopState(toFloat64(src.ip_meta_df)) AS ip_df_var,
    avgIfState(toFloat64(src.ip_meta_ttl), src.ip_meta_ttl > 0) AS avg_ttl,
    varPopIfState(toFloat64(src.ip_meta_ttl), src.ip_meta_ttl > 0) AS ttl_var,
    sum(IF(src.tcp_meta_window_scale = 0 AND src.correlated = 1, 1, 0)) AS count_no_wscale,
    sum(toUInt64(src.correlated)) AS count_correlated,
    sum(IF(length(src.header_accept_encoding) = 0, 1, 0)) AS count_no_accept_enc,
    sum(IF(src.scheme = 'http', 1, 0)) AS count_http_scheme
FROM mabase_prod.http_logs AS src
GROUP BY window_start, src_ip, ja4, host, src_asn;


-- -----------------------------------------------------------------------------
-- agg_header_fingerprint_1h — header fingerprint aggregation (L7)
-- -----------------------------------------------------------------------------
CREATE TABLE IF NOT EXISTS mabase_prod.agg_header_fingerprint_1h
(
    window_start DateTime,
    src_ip IPv6,
    header_order_hash SimpleAggregateFunction(any, String),
    header_count SimpleAggregateFunction(max, UInt16),
    has_accept_language SimpleAggregateFunction(max, UInt8),
    has_cookie SimpleAggregateFunction(max, UInt8),
    has_referer SimpleAggregateFunction(max, UInt8),
    modern_browser_score SimpleAggregateFunction(max, UInt8),
    ua_ch_mismatch SimpleAggregateFunction(max, UInt8),
    sec_fetch_mode SimpleAggregateFunction(any, String),
    sec_fetch_dest SimpleAggregateFunction(any, String)
)
ENGINE = AggregatingMergeTree()
ORDER BY (window_start, src_ip);

DROP VIEW IF EXISTS mabase_prod.mv_agg_header_fingerprint_1h;

CREATE MATERIALIZED VIEW mabase_prod.mv_agg_header_fingerprint_1h
TO mabase_prod.agg_header_fingerprint_1h AS
SELECT
    toStartOfHour(src.time) AS window_start,
    toIPv6(src.src_ip) AS src_ip,
    any(toString(cityHash64(src.client_headers))) AS header_order_hash,
    max(toUInt16(length(src.client_headers) - length(replaceAll(src.client_headers, ',', '')) + 1)) AS header_count,
    max(toUInt8(if(position(src.client_headers, 'Accept-Language') > 0, 1, 0))) AS has_accept_language,
    max(toUInt8(if(position(src.client_headers, 'Cookie') > 0, 1, 0))) AS has_cookie,
    max(toUInt8(if(position(src.client_headers, 'Referer') > 0, 1, 0))) AS has_referer,
    max(toUInt8(if(length(src.header_sec_ch_ua) > 0, 100, if(length(src.header_user_agent) > 0, 50, 0)))) AS modern_browser_score,
    max(toUInt8(if((position(src.header_user_agent, 'Windows') > 0 AND position(src.header_sec_ch_ua_platform, 'Windows') == 0) OR (position(src.header_user_agent, 'iPhone') > 0 AND position(src.header_sec_ch_ua_platform, 'iOS') == 0), 1, 0))) AS ua_ch_mismatch,
    any(src.header_sec_fetch_mode) AS sec_fetch_mode,
    any(src.header_sec_fetch_dest) AS sec_fetch_dest
FROM mabase_prod.http_logs AS src
GROUP BY window_start, src.src_ip;