diff --git a/api/Pipfile b/api/Pipfile
index b70bb321d..dd8d6f5cf 100644
--- a/api/Pipfile
+++ b/api/Pipfile
@@ -4,25 +4,26 @@ verify_ssl = true
 name = "pypi"
 
 [packages]
-urllib3 = "==2.2.3"
+urllib3 = "==2.3.0"
 requests = "==2.32.3"
-boto3 = "==1.35.86"
+boto3 = "==1.36.9"
 pyjwt = "==2.10.1"
 psycopg2-binary = "==2.9.10"
-clickhouse-connect = "==0.8.11"
-elasticsearch = "==8.17.0"
+psycopg = {extras = ["pool", "binary"], version = "==3.2.4"}
+clickhouse-driver = {extras = ["lz4"], version = "==0.2.9"}
+clickhouse-connect = "==0.8.15"
+elasticsearch = "==8.17.1"
 jira = "==3.8.0"
 cachetools = "==5.5.0"
-fastapi = "==0.115.6"
+fastapi = "==0.115.7"
+uvicorn = {extras = ["standard"], version = "==0.34.0"}
 python-decouple = "==3.8"
+pydantic = {extras = ["email"], version = "==2.10.6"}
 apscheduler = "==3.11.0"
 redis = "==5.2.1"
-psycopg = {extras = ["binary", "pool"], version = "==3.2.3"}
-clickhouse-driver = {extras = ["lz4"], version = "==0.2.9"}
-uvicorn = {extras = ["standard"], version = "==0.34.0"}
-pydantic = {extras = ["email"], version = "==2.10.4"}
 
 [dev-packages]
 
 [requires]
 python_version = "3.12"
+python_full_version = "3.12.8"
diff --git a/api/chalicelib/core/boarding.py b/api/chalicelib/core/boarding.py
index 26f2e3dcb..50e2ca713 100644
--- a/api/chalicelib/core/boarding.py
+++ b/api/chalicelib/core/boarding.py
@@ -21,7 +21,7 @@ def get_state(tenant_id):
             recorded = cur.fetchone()["exists"]
             meta = False
             if recorded:
-                query = cur.mogrify("""SELECT EXISTS((SELECT 1
+                query = cur.mogrify(f"""SELECT EXISTS((SELECT 1
                                FROM public.projects AS p
                                         LEFT JOIN LATERAL ( SELECT 1
                                                             FROM public.sessions
diff --git a/api/chalicelib/core/metrics/product_analytics_ch.py b/api/chalicelib/core/metrics/product_analytics_ch.py
index 5f0521b78..273c08042 100644
--- a/api/chalicelib/core/metrics/product_analytics_ch.py
+++ b/api/chalicelib/core/metrics/product_analytics_ch.py
@@ -36,8 +36,8 @@ def path_analysis(project_id: int, data: schemas.CardPathAnalysis):
     start_points_conditions = []
     step_0_conditions = []
     step_1_post_conditions = ["event_number_in_session <= %(density)s"]
-    q2_extra_col = ""
-    q2_extra_condition = ""
+    q2_extra_col = None
+    q2_extra_condition = None
     if len(data.metric_value) == 0:
         data.metric_value.append(schemas.ProductAnalyticsSelectedEventType.LOCATION)
         sub_events.append({"column": JOURNEY_TYPES[schemas.ProductAnalyticsSelectedEventType.LOCATION]["column"],
@@ -53,7 +53,7 @@ def path_analysis(project_id: int, data: schemas.CardPathAnalysis):
                         f"(`$event_name`='{JOURNEY_TYPES[s.type]["eventType"]}' AND event_number_in_session = 1 \
                             OR `$event_name`!='{JOURNEY_TYPES[s.type]["eventType"]}' AND event_number_in_session > 1)")
                     extra_metric_values.append(s.type)
-                    if q2_extra_col == "":
+                    if not q2_extra_col:
                         # This is used in case start event has different type of the visible event,
                         # because it causes intermediary events to be removed, so you find a jump from step-0 to step-3
                         # because step-2 is not of a visible event
@@ -449,11 +449,11 @@ WITH pre_ranked_events AS (SELECT *
                               leadInFrame(toNullable(`$event_name`))
                                           OVER (PARTITION BY session_id ORDER BY created_at {path_direction}
                                             ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING) AS next_type
-                              {q2_extra_col%path_direction}
+                              {q2_extra_col % path_direction if q2_extra_col else ""}
                        FROM start_points INNER JOIN pre_ranked_events USING (session_id))
 SELECT *
 FROM ranked_events
-{q2_extra_condition}"""
+{q2_extra_condition if q2_extra_condition else ""}"""
         logger.debug("---------Q2-----------")
         ch.execute(query=ch_query2, parameters=params)
         if time() - _now > 2:
@@ -557,7 +557,12 @@ FROM ranked_events
                     {",\n".join(steps_query)},
                     drop_n AS ({"\nUNION ALL\n".join(drop_query)})
                     {sub_cte}
-                SELECT *
+                SELECT event_number_in_session,
+                       `$event_name` AS event_type,
+                       e_value,
+                       next_type,
+                       next_value,
+                       sessions_count
                 FROM (
                 {projection_query}
                 ) AS chart_steps
diff --git a/api/requirements-alerts.txt b/api/requirements-alerts.txt
index c085444dc..6a61f0bf4 100644
--- a/api/requirements-alerts.txt
+++ b/api/requirements-alerts.txt
@@ -1,19 +1,17 @@
-urllib3==2.2.3
+urllib3==2.3.0
 requests==2.32.3
-boto3==1.35.86
+boto3==1.36.9
 pyjwt==2.10.1
 psycopg2-binary==2.9.10
-psycopg[pool,binary]==3.2.3
+psycopg[pool,binary]==3.2.4
 clickhouse-driver[lz4]==0.2.9
-clickhouse-connect==0.8.11
-elasticsearch==8.17.0
+clickhouse-connect==0.8.15
+elasticsearch==8.17.1
 jira==3.8.0
 cachetools==5.5.0
 
-
-
-fastapi==0.115.6
+fastapi==0.115.7
 uvicorn[standard]==0.34.0
 python-decouple==3.8
-pydantic[email]==2.10.4
+pydantic[email]==2.10.6
 apscheduler==3.11.0
diff --git a/api/requirements.txt b/api/requirements.txt
index e9fd3b025..f7c6aec76 100644
--- a/api/requirements.txt
+++ b/api/requirements.txt
@@ -1,21 +1,19 @@
-urllib3==2.2.3
+urllib3==2.3.0
 requests==2.32.3
-boto3==1.35.86
+boto3==1.36.9
 pyjwt==2.10.1
 psycopg2-binary==2.9.10
-psycopg[pool,binary]==3.2.3
+psycopg[pool,binary]==3.2.4
 clickhouse-driver[lz4]==0.2.9
-clickhouse-connect==0.8.11
-elasticsearch==8.17.0
+clickhouse-connect==0.8.15
+elasticsearch==8.17.1
 jira==3.8.0
 cachetools==5.5.0
 
-
-
-fastapi==0.115.6
+fastapi==0.115.7
 uvicorn[standard]==0.34.0
 python-decouple==3.8
-pydantic[email]==2.10.4
+pydantic[email]==2.10.6
 apscheduler==3.11.0
 
 redis==5.2.1
diff --git a/ee/api/Pipfile b/ee/api/Pipfile
index df07b14ca..3fe808998 100644
--- a/ee/api/Pipfile
+++ b/ee/api/Pipfile
@@ -4,29 +4,31 @@ verify_ssl = true
 name = "pypi"
 
 [packages]
-urllib3 = "==1.26.16"
+urllib3 = "==2.3.0"
 requests = "==2.32.3"
-boto3 = "==1.35.60"
-pyjwt = "==2.9.0"
+boto3 = "==1.36.9"
+pyjwt = "==2.10.1"
 psycopg2-binary = "==2.9.10"
-psycopg = {extras = ["binary", "pool"], version = "==3.2.3"}
-elasticsearch = "==8.16.0"
+psycopg = {extras = ["binary", "pool"], version = "==3.2.4"}
+clickhouse-driver = {extras = ["lz4"], version = "==0.2.9"}
+clickhouse-connect = "==0.8.15"
+elasticsearch = "==8.17.1"
 jira = "==3.8.0"
 cachetools = "==5.5.0"
-fastapi = "==0.115.5"
-uvicorn = {extras = ["standard"], version = "==0.32.0"}
+fastapi = "==0.115.7"
+uvicorn = {extras = ["standard"], version = "==0.34.0"}
 gunicorn = "==23.0.0"
 python-decouple = "==3.8"
-pydantic = {extras = ["email"], version = "==2.9.2"}
-apscheduler = "==3.10.4"
-clickhouse-driver = {extras = ["lz4"], version = "==0.2.9"}
+pydantic = {extras = ["email"], version = "==2.10.6"}
+apscheduler = "==3.11.0"
 lxml = "!=4.7.0,<=5.2.1,>=4.6.5"
 python3-saml = "==1.16.0"
-python-multipart = "==0.0.17"
-redis = "==5.2.0"
-azure-storage-blob = "==12.23.1"
+python-multipart = "==0.0.20"
+redis = "==5.2.1"
+azure-storage-blob = "==12.24.1"
 
 [dev-packages]
 
 [requires]
 python_version = "3.12"
+python_full_version = "3.12.8"
diff --git a/ee/api/requirements-alerts.txt b/ee/api/requirements-alerts.txt
index adfc42bba..08baf5917 100644
--- a/ee/api/requirements-alerts.txt
+++ b/ee/api/requirements-alerts.txt
@@ -1,21 +1,19 @@
-urllib3==2.2.3
+urllib3==2.3.0
 requests==2.32.3
-boto3==1.35.76
+boto3==1.36.9
 pyjwt==2.10.1
 psycopg2-binary==2.9.10
-psycopg[pool,binary]==3.2.3
+psycopg[pool,binary]==3.2.4
 clickhouse-driver[lz4]==0.2.9
-clickhouse-connect==0.8.9
-elasticsearch==8.16.0
+clickhouse-connect==0.8.15
+elasticsearch==8.17.1
 jira==3.8.0
 cachetools==5.5.0
 
-
-
-fastapi==0.115.6
-uvicorn[standard]==0.32.1
+fastapi==0.115.7
+uvicorn[standard]==0.34.0
 python-decouple==3.8
-pydantic[email]==2.10.3
+pydantic[email]==2.10.6
 apscheduler==3.11.0
 
-azure-storage-blob==12.24.0
\ No newline at end of file
+azure-storage-blob==12.24.1
diff --git a/ee/api/requirements-crons.txt b/ee/api/requirements-crons.txt
index 68c115f1c..b4d09298a 100644
--- a/ee/api/requirements-crons.txt
+++ b/ee/api/requirements-crons.txt
@@ -1,21 +1,19 @@
-urllib3==2.2.3
+urllib3==2.3.0
 requests==2.32.3
-boto3==1.35.76
+boto3==1.36.9
 pyjwt==2.10.1
 psycopg2-binary==2.9.10
-psycopg[pool,binary]==3.2.3
+psycopg[pool,binary]==3.2.4
 clickhouse-driver[lz4]==0.2.9
-clickhouse-connect==0.8.9
-elasticsearch==8.16.0
+clickhouse-connect==0.8.15
+elasticsearch==8.17.1
 jira==3.8.0
 cachetools==5.5.0
 
-
-
-fastapi==0.115.6
+fastapi==0.115.7
 python-decouple==3.8
-pydantic[email]==2.10.3
+pydantic[email]==2.10.6
 apscheduler==3.11.0
 
-redis==5.2.0
-azure-storage-blob==12.24.0
+redis==5.2.1
+azure-storage-blob==12.24.1
diff --git a/ee/api/requirements.txt b/ee/api/requirements.txt
index 9d5fd8ec2..e7ba78137 100644
--- a/ee/api/requirements.txt
+++ b/ee/api/requirements.txt
@@ -1,29 +1,28 @@
-# Keep this version to not have conflicts between requests and boto3
 urllib3==2.3.0
 requests==2.32.3
-boto3==1.35.60
-pyjwt==2.9.0
+boto3==1.36.9
+pyjwt==2.10.1
 psycopg2-binary==2.9.10
-psycopg[pool,binary]==3.2.3
-elasticsearch==8.16.0
+psycopg[pool,binary]==3.2.4
+clickhouse-driver[lz4]==0.2.9
+clickhouse-connect==0.8.15
+elasticsearch==8.17.1
 jira==3.8.0
 cachetools==5.5.0
 
-fastapi==0.115.5
-uvicorn[standard]==0.32.0
+fastapi==0.115.7
+uvicorn[standard]==0.34.0
 gunicorn==23.0.0
 python-decouple==3.8
-pydantic[email]==2.9.2
-apscheduler==3.10.4
+pydantic[email]==2.10.6
+apscheduler==3.11.0
 
-clickhouse-driver[lz4]==0.2.9
-clickhouse-connect==0.8.11
 # TODO: enable after xmlsec fix https://github.com/xmlsec/python-xmlsec/issues/252
 #--no-binary is used to avoid libxml2 library version incompatibilities between xmlsec and lxml
 lxml >= 4.6.5, !=4.7.0, <=5.2.1
 python3-saml==1.16.0 --no-binary=lxml
 python-multipart==0.0.20
 
-redis==5.2.0
+redis==5.2.1
 #confluent-kafka==2.1.0
-azure-storage-blob==12.23.1
+azure-storage-blob==12.24.1
diff --git a/ee/scripts/schema/db/init_dbs/clickhouse/1.22.0/1.22.0.sql b/ee/scripts/schema/db/init_dbs/clickhouse/1.22.0/1.22.0.sql
index caac93e06..67231a79f 100644
--- a/ee/scripts/schema/db/init_dbs/clickhouse/1.22.0/1.22.0.sql
+++ b/ee/scripts/schema/db/init_dbs/clickhouse/1.22.0/1.22.0.sql
@@ -1 +1,336 @@
 CREATE OR REPLACE FUNCTION openreplay_version AS() -> 'v1.22.0-ee';
+
+SET allow_experimental_json_type = 1;
+
+CREATE DATABASE IF NOT EXISTS product_analytics;
+
+-- The table of identified users
+CREATE TABLE IF NOT EXISTS product_analytics.users
+(
+    project_id           UInt16,
+    "$distinct_id"       UInt16,
+    "$email"             String DEFAULT '',
+    "$name"              String DEFAULT '',
+    "$first_name"        String DEFAULT '',
+    "$last_name"         String DEFAULT '',
+    "$phone"             String DEFAULT '',
+    "$avatar"            String DEFAULT '',
+    "$created_at"        DateTime DEFAULT now(),
+    properties           JSON DEFAULT '{}',
+    group_id1            Array(String) DEFAULT [],
+    group_id2            Array(String) DEFAULT [],
+    group_id3            Array(String) DEFAULT [],
+    group_id4            Array(String) DEFAULT [],
+    group_id5            Array(String) DEFAULT [],
+    group_id6            Array(String) DEFAULT [],
+
+    "$sdk_edition"       LowCardinality(String),
+    "$sdk_version"       LowCardinality(String),
+    "$current_url"       String DEFAULT '',
+    "$initial_referrer"  String DEFAULT '',
+    "$referring_domain"  String DEFAULT '',
+    initial_utm_source   String DEFAULT '',
+    initial_utm_medium   String DEFAULT '',
+    initial_utm_campaign String DEFAULT '',
+    "$country"           Enum8('UN'=-128, 'RW'=-127, 'SO'=-126, 'YE'=-125, 'IQ'=-124, 'SA'=-123, 'IR'=-122, 'CY'=-121, 'TZ'=-120, 'SY'=-119, 'AM'=-118, 'KE'=-117, 'CD'=-116, 'DJ'=-115, 'UG'=-114, 'CF'=-113, 'SC'=-112, 'JO'=-111, 'LB'=-110, 'KW'=-109, 'OM'=-108, 'QA'=-107, 'BH'=-106, 'AE'=-105, 'IL'=-104, 'TR'=-103, 'ET'=-102, 'ER'=-101, 'EG'=-100, 'SD'=-99, 'GR'=-98, 'BI'=-97, 'EE'=-96, 'LV'=-95, 'AZ'=-94, 'LT'=-93, 'SJ'=-92, 'GE'=-91, 'MD'=-90, 'BY'=-89, 'FI'=-88, 'AX'=-87, 'UA'=-86, 'MK'=-85, 'HU'=-84, 'BG'=-83, 'AL'=-82, 'PL'=-81, 'RO'=-80, 'XK'=-79, 'ZW'=-78, 'ZM'=-77, 'KM'=-76, 'MW'=-75, 'LS'=-74, 'BW'=-73, 'MU'=-72, 'SZ'=-71, 'RE'=-70, 'ZA'=-69, 'YT'=-68, 'MZ'=-67, 'MG'=-66, 'AF'=-65, 'PK'=-64, 'BD'=-63, 'TM'=-62, 'TJ'=-61, 'LK'=-60, 'BT'=-59, 'IN'=-58, 'MV'=-57, 'IO'=-56, 'NP'=-55, 'MM'=-54, 'UZ'=-53, 'KZ'=-52, 'KG'=-51, 'TF'=-50, 'HM'=-49, 'CC'=-48, 'PW'=-47, 'VN'=-46, 'TH'=-45, 'ID'=-44, 'LA'=-43, 'TW'=-42, 'PH'=-41, 'MY'=-40, 'CN'=-39, 'HK'=-38, 'BN'=-37, 'MO'=-36, 'KH'=-35, 'KR'=-34, 'JP'=-33, 'KP'=-32, 'SG'=-31, 'CK'=-30, 'TL'=-29, 'RU'=-28, 'MN'=-27, 'AU'=-26, 'CX'=-25, 'MH'=-24, 'FM'=-23, 'PG'=-22, 'SB'=-21, 'TV'=-20, 'NR'=-19, 'VU'=-18, 'NC'=-17, 'NF'=-16, 'NZ'=-15, 'FJ'=-14, 'LY'=-13, 'CM'=-12, 'SN'=-11, 'CG'=-10, 'PT'=-9, 'LR'=-8, 'CI'=-7, 'GH'=-6, 'GQ'=-5, 'NG'=-4, 'BF'=-3, 'TG'=-2, 'GW'=-1, 'MR'=0, 'BJ'=1, 'GA'=2, 'SL'=3, 'ST'=4, 'GI'=5, 'GM'=6, 'GN'=7, 'TD'=8, 'NE'=9, 'ML'=10, 'EH'=11, 'TN'=12, 'ES'=13, 'MA'=14, 'MT'=15, 'DZ'=16, 'FO'=17, 'DK'=18, 'IS'=19, 'GB'=20, 'CH'=21, 'SE'=22, 'NL'=23, 'AT'=24, 'BE'=25, 'DE'=26, 'LU'=27, 'IE'=28, 'MC'=29, 'FR'=30, 'AD'=31, 'LI'=32, 'JE'=33, 'IM'=34, 'GG'=35, 'SK'=36, 'CZ'=37, 'NO'=38, 'VA'=39, 'SM'=40, 'IT'=41, 'SI'=42, 'ME'=43, 'HR'=44, 'BA'=45, 'AO'=46, 'NA'=47, 'SH'=48, 'BV'=49, 'BB'=50, 'CV'=51, 'GY'=52, 'GF'=53, 'SR'=54, 'PM'=55, 'GL'=56, 'PY'=57, 'UY'=58, 'BR'=59, 'FK'=60, 'GS'=61, 'JM'=62, 'DO'=63, 'CU'=64, 'MQ'=65, 'BS'=66, 'BM'=67, 'AI'=68, 'TT'=69, 'KN'=70, 'DM'=71, 'AG'=72, 'LC'=73, 'TC'=74, 'AW'=75, 'VG'=76, 'VC'=77, 'MS'=78, 'MF'=79, 'BL'=80, 'GP'=81, 'GD'=82, 'KY'=83, 'BZ'=84, 'SV'=85, 'GT'=86, 'HN'=87, 'NI'=88, 'CR'=89, 'VE'=90, 'EC'=91, 'CO'=92, 'PA'=93, 'HT'=94, 'AR'=95, 'CL'=96, 'BO'=97, 'PE'=98, 'MX'=99, 'PF'=100, 'PN'=101, 'KI'=102, 'TK'=103, 'TO'=104, 'WF'=105, 'WS'=106, 'NU'=107, 'MP'=108, 'GU'=109, 'PR'=110, 'VI'=111, 'UM'=112, 'AS'=113, 'CA'=114, 'US'=115, 'PS'=116, 'RS'=117, 'AQ'=118, 'SX'=119, 'CW'=120, 'BQ'=121, 'SS'=122,'BU'=123, 'VD'=124, 'YD'=125, 'DD'=126, ''=127) DEFAULT '',
+    "$state"             LowCardinality(String) DEFAULT '',
+    "$city"              LowCardinality(String) DEFAULT '',
+    "$or_api_endpoint"   LowCardinality(String),
+    "$timezone"          Int8 DEFAULT 0 COMMENT 'timezone will be x10 in order to take into consideration countries with tz=N,5H',
+
+    "$first_event_at"    DateTime DEFAULT '1970-01-01 00:00:00',
+    "$last_seen"         DateTime DEFAULT now() COMMENT 'the last time the person was identified',
+
+    _deleted_at          DateTime DEFAULT '1970-01-01 00:00:00',
+    _timestamp           DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, "$distinct_id")
+      TTL _deleted_at + INTERVAL 1 DAY DELETE WHERE _deleted_at != '1970-01-01 00:00:00';
+
+
+CREATE TABLE IF NOT EXISTS product_analytics.devices
+(
+    project_id         UInt16,
+    "$device_id"       String,
+    "$device"          String                 DEFAULT '',
+    "$screen_height"   UInt16                 DEFAULT 0,
+    "$screen_width"    UInt16                 DEFAULT 0,
+    "$os"              LowCardinality(String) DEFAULT '',
+    "$browser"         LowCardinality(String) DEFAULT '',
+    "$browser_version" String                 DEFAULT '',
+
+    _deleted_at        DateTime               DEFAULT '1970-01-01 00:00:00',
+    _timestamp         DateTime               DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, "$device_id")
+      TTL _deleted_at + INTERVAL 1 DAY DELETE WHERE _deleted_at != '1970-01-01 00:00:00';
+
+-- This table is used in order to identify all devices used by a specific user
+CREATE TABLE IF NOT EXISTS product_analytics.user_devices
+(
+    project_id   UInt16,
+    "$device_id" String,
+    user_id      UInt16 COMMENT 'if 0: the person has been deleted, and should set user_id to 0 in the events table',
+
+    _deleted_at  DateTime DEFAULT '1970-01-01 00:00:00',
+    _timestamp   DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, "$device_id", user_id)
+      TTL _deleted_at + INTERVAL 1 DAY DELETE WHERE _deleted_at != '1970-01-01 00:00:00';
+
+
+-- This table is used in order to relate a distinct_id to an identified user.
+-- The data in this table will be used to propagate changes of user_id in events table
+CREATE TABLE IF NOT EXISTS product_analytics.users_distinct_id
+(
+    project_id  UInt16,
+    distinct_id String COMMENT 'this is the event\'s distinct_id',
+    user_id     UInt16 COMMENT 'if 0: the person has been deleted, and should set user_id to 0 in the events table',
+
+    _timestamp  DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, distinct_id);
+
+
+CREATE TABLE IF NOT EXISTS product_analytics.events
+(
+    project_id                  UInt16,
+    event_id                    UUID,
+    "$event_name"               String,
+    created_at                  DateTime64,
+    distinct_id                 String,
+    "$user_id"                  UInt16 DEFAULT 0,
+    session_id                  UInt64 DEFAULT 0,
+    "$time"                     UInt32 DEFAULT 0 COMMENT 'the time of the event in EPOCH, if not provided, the time of arrival to the server',
+    "$source"                   LowCardinality(String) DEFAULT '' COMMENT 'the name of the integration that sent the event',
+    "$duration_s"               UInt16 DEFAULT 0 COMMENT 'the duration from session-start in seconds',
+    properties                  JSON DEFAULT '{}',
+    "$properties"               JSON DEFAULT '{}' COMMENT 'these properties belongs to the auto-captured events',
+    description                 String DEFAULT '',
+    group_id1                   Array(String) DEFAULT [],
+    group_id2                   Array(String) DEFAULT [],
+    group_id3                   Array(String) DEFAULT [],
+    group_id4                   Array(String) DEFAULT [],
+    group_id5                   Array(String) DEFAULT [],
+    group_id6                   Array(String) DEFAULT [],
+
+    "$auto_captured"            BOOL DEFAULT FALSE,
+    "$sdk_edition"              LowCardinality(String),
+    "$sdk_version"              LowCardinality(String),
+    "$device_id"                String,
+    "$os"                       LowCardinality(String) DEFAULT '',
+    "$browser"                  LowCardinality(String) DEFAULT '',
+    "$browser_version"          String DEFAULT '',
+    "$device"                   String DEFAULT '' COMMENT 'web/mobile',
+    "$screen_height"            UInt16 DEFAULT 0,
+    "$screen_width"             UInt16 DEFAULT 0,
+    "$current_url"              String DEFAULT '',
+    "$initial_referrer"         String DEFAULT '',
+    "$referring_domain"         String DEFAULT '',
+    "$referrer"                 String DEFAULT '',
+    "$initial_referring_domain" String DEFAULT '',
+    "$search_engine"            LowCardinality(String) DEFAULT '',
+    "$search_engine_keyword"    String DEFAULT '',
+    "utm_source"                String DEFAULT '',
+    "utm_medium"                String DEFAULT '',
+    "utm_campaign"              String DEFAULT '',
+    "$country"                  Enum8('UN'=-128, 'RW'=-127, 'SO'=-126, 'YE'=-125, 'IQ'=-124, 'SA'=-123, 'IR'=-122, 'CY'=-121, 'TZ'=-120, 'SY'=-119, 'AM'=-118, 'KE'=-117, 'CD'=-116, 'DJ'=-115, 'UG'=-114, 'CF'=-113, 'SC'=-112, 'JO'=-111, 'LB'=-110, 'KW'=-109, 'OM'=-108, 'QA'=-107, 'BH'=-106, 'AE'=-105, 'IL'=-104, 'TR'=-103, 'ET'=-102, 'ER'=-101, 'EG'=-100, 'SD'=-99, 'GR'=-98, 'BI'=-97, 'EE'=-96, 'LV'=-95, 'AZ'=-94, 'LT'=-93, 'SJ'=-92, 'GE'=-91, 'MD'=-90, 'BY'=-89, 'FI'=-88, 'AX'=-87, 'UA'=-86, 'MK'=-85, 'HU'=-84, 'BG'=-83, 'AL'=-82, 'PL'=-81, 'RO'=-80, 'XK'=-79, 'ZW'=-78, 'ZM'=-77, 'KM'=-76, 'MW'=-75, 'LS'=-74, 'BW'=-73, 'MU'=-72, 'SZ'=-71, 'RE'=-70, 'ZA'=-69, 'YT'=-68, 'MZ'=-67, 'MG'=-66, 'AF'=-65, 'PK'=-64, 'BD'=-63, 'TM'=-62, 'TJ'=-61, 'LK'=-60, 'BT'=-59, 'IN'=-58, 'MV'=-57, 'IO'=-56, 'NP'=-55, 'MM'=-54, 'UZ'=-53, 'KZ'=-52, 'KG'=-51, 'TF'=-50, 'HM'=-49, 'CC'=-48, 'PW'=-47, 'VN'=-46, 'TH'=-45, 'ID'=-44, 'LA'=-43, 'TW'=-42, 'PH'=-41, 'MY'=-40, 'CN'=-39, 'HK'=-38, 'BN'=-37, 'MO'=-36, 'KH'=-35, 'KR'=-34, 'JP'=-33, 'KP'=-32, 'SG'=-31, 'CK'=-30, 'TL'=-29, 'RU'=-28, 'MN'=-27, 'AU'=-26, 'CX'=-25, 'MH'=-24, 'FM'=-23, 'PG'=-22, 'SB'=-21, 'TV'=-20, 'NR'=-19, 'VU'=-18, 'NC'=-17, 'NF'=-16, 'NZ'=-15, 'FJ'=-14, 'LY'=-13, 'CM'=-12, 'SN'=-11, 'CG'=-10, 'PT'=-9, 'LR'=-8, 'CI'=-7, 'GH'=-6, 'GQ'=-5, 'NG'=-4, 'BF'=-3, 'TG'=-2, 'GW'=-1, 'MR'=0, 'BJ'=1, 'GA'=2, 'SL'=3, 'ST'=4, 'GI'=5, 'GM'=6, 'GN'=7, 'TD'=8, 'NE'=9, 'ML'=10, 'EH'=11, 'TN'=12, 'ES'=13, 'MA'=14, 'MT'=15, 'DZ'=16, 'FO'=17, 'DK'=18, 'IS'=19, 'GB'=20, 'CH'=21, 'SE'=22, 'NL'=23, 'AT'=24, 'BE'=25, 'DE'=26, 'LU'=27, 'IE'=28, 'MC'=29, 'FR'=30, 'AD'=31, 'LI'=32, 'JE'=33, 'IM'=34, 'GG'=35, 'SK'=36, 'CZ'=37, 'NO'=38, 'VA'=39, 'SM'=40, 'IT'=41, 'SI'=42, 'ME'=43, 'HR'=44, 'BA'=45, 'AO'=46, 'NA'=47, 'SH'=48, 'BV'=49, 'BB'=50, 'CV'=51, 'GY'=52, 'GF'=53, 'SR'=54, 'PM'=55, 'GL'=56, 'PY'=57, 'UY'=58, 'BR'=59, 'FK'=60, 'GS'=61, 'JM'=62, 'DO'=63, 'CU'=64, 'MQ'=65, 'BS'=66, 'BM'=67, 'AI'=68, 'TT'=69, 'KN'=70, 'DM'=71, 'AG'=72, 'LC'=73, 'TC'=74, 'AW'=75, 'VG'=76, 'VC'=77, 'MS'=78, 'MF'=79, 'BL'=80, 'GP'=81, 'GD'=82, 'KY'=83, 'BZ'=84, 'SV'=85, 'GT'=86, 'HN'=87, 'NI'=88, 'CR'=89, 'VE'=90, 'EC'=91, 'CO'=92, 'PA'=93, 'HT'=94, 'AR'=95, 'CL'=96, 'BO'=97, 'PE'=98, 'MX'=99, 'PF'=100, 'PN'=101, 'KI'=102, 'TK'=103, 'TO'=104, 'WF'=105, 'WS'=106, 'NU'=107, 'MP'=108, 'GU'=109, 'PR'=110, 'VI'=111, 'UM'=112, 'AS'=113, 'CA'=114, 'US'=115, 'PS'=116, 'RS'=117, 'AQ'=118, 'SX'=119, 'CW'=120, 'BQ'=121, 'SS'=122,'BU'=123, 'VD'=124, 'YD'=125, 'DD'=126, ''=127) DEFAULT '',
+    "$state"                    LowCardinality(String) DEFAULT '',
+    "$city"                     LowCardinality(String) DEFAULT '',
+    "$or_api_endpoint"          LowCardinality(String),
+    "$timezone"                 Int8 DEFAULT 0 COMMENT 'timezone will be x10 in order to take into consideration countries with tz=N,5H',
+    issue_type                  Enum8(''=0,'click_rage'=1,'dead_click'=2,'excessive_scrolling'=3,'bad_request'=4,'missing_resource'=5,'memory'=6,'cpu'=7,'slow_resource'=8,'slow_page_load'=9,'crash'=10,'ml_cpu'=11,'ml_memory'=12,'ml_dead_click'=13,'ml_click_rage'=14,'ml_mouse_thrashing'=15,'ml_excessive_scrolling'=16,'ml_slow_resources'=17,'custom'=18,'js_exception'=19,'mouse_thrashing'=20,'app_crash'=21) DEFAULT '',
+    issue_id                    String DEFAULT '',
+    -- Created by the backend
+    "$tags"                     Array(String) DEFAULT [] COMMENT 'tags are used to filter events',
+    "$import"                   BOOL DEFAULT FALSE,
+    _deleted_at                 DateTime DEFAULT '1970-01-01 00:00:00',
+    _timestamp                  DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, "$event_name", created_at, session_id)
+      TTL _timestamp + INTERVAL 1 MONTH ,
+          _deleted_at + INTERVAL 1 DAY DELETE WHERE _deleted_at != '1970-01-01 00:00:00';
+
+-- The list of events that should not be ingested,
+-- according to a specific event_name and optional properties
+CREATE TABLE IF NOT EXISTS product_analytics.dropped_events
+(
+    project_id UInt16,
+    event_name String,
+    created_at DateTime64,
+    -- conditions = {prop_name:{"operator":"less","value":"XYZ"}}
+    -- example: {"person_id":{"operator":"equal","value":"taha"},"_country":{"operator":"equal","value":"FR"}}
+    conditions JSON     DEFAULT '{}' COMMENT 'properties will have all constraints',
+
+    _sign      Int8     DEFAULT 1,
+    _timestamp DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, event_name);
+
+-- The list of properties that should not be ingested in ALL events,
+-- according to a specific rule
+CREATE TABLE IF NOT EXISTS product_analytics.dropped_properties
+(
+    project_id    UInt16,
+    property_name String,
+    created_at    DateTime64,
+    -- example: {"operator":"equal","value":"taha"}
+    conditions    JSON     DEFAULT '{}' COMMENT 'in the form {"operator":"less","value":"XYZ"}',
+
+    _sign         Int8     DEFAULT 1,
+    _timestamp    DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, property_name);
+
+
+-- The list of events that should be hidden in the UI
+CREATE TABLE IF NOT EXISTS product_analytics.hidden_events
+(
+    project_id UInt16,
+    event_name String,
+    created_at DateTime64,
+
+    _sign      Int8     DEFAULT 1,
+    _timestamp DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, event_name);
+
+-- The list of properties that should be hidden in the UI
+CREATE TABLE IF NOT EXISTS product_analytics.hidden_properties
+(
+    project_id    UInt16,
+    property_name String,
+    created_at    DateTime64,
+
+    _sign         Int8     DEFAULT 1,
+    _timestamp    DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, property_name);
+
+-- The list created event's tags
+CREATE TABLE IF NOT EXISTS product_analytics.tags
+(
+    project_id UInt16,
+    tag_name   String,
+    created_at DateTime64,
+
+    _sign      Int8     DEFAULT 1,
+    _timestamp DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, tag_name, created_at);
+
+
+-- A  group of events related with an OR condition
+CREATE TABLE IF NOT EXISTS product_analytics.actions
+(
+    project_id      UInt16,
+    action_id       UUID     DEFAULT generateUUIDv4(),
+    name            String,
+    created_at      DateTime DEFAULT now(),
+    created_by      UInt16 COMMENT 'the OpenReplay user who created this action',
+    visibility      String   DEFAULT 'no' COMMENT 'no/read-only/read-write',
+    last_queried_by UInt16 COMMENT 'the OpenReplay user who last queried this action',
+    -- definition is the list of filter to use in this action, should have the form:
+    -- {event_name String, filter JSON COMMENT 'the filter to apply to the selected event_name'}
+    definition      Array(JSON),
+    _sign           Int8     DEFAULT 1,
+    _timestamp      DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, action_id);
+
+-- A cohort is a group of events-properties during a specific time period,
+-- related with an AND condition to identify users
+CREATE TABLE IF NOT EXISTS product_analytics.cohorts
+(
+    project_id  UInt16,
+    cohort_id   UUID     DEFAULT generateUUIDv4(),
+    name        String,
+    description String   DEFAULT '',
+    created_at  DateTime64,
+    created_by  UInt16 COMMENT 'the OpenReplay user who created this custom event',
+    visibility  String   DEFAULT 'no' COMMENT 'if this custom event is public to the team: no/read-only/read-write',
+    -- definition is the list of filter to use in this cohort during a specific time period, should have the form:
+    -- {filter JSON COMMENT 'the filter to apply to the selected event_name',time_range  LowCardinality(String)}
+    definition  Array(JSON),
+    count       UInt32   DEFAULT 0 COMMENT 'the number of users in this cohort',
+
+    _sign       Int8     DEFAULT 1,
+    _timestamp  DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, cohort_id);
+
+-- Mapping between group_id and group_key
+CREATE TABLE IF NOT EXISTS product_analytics.groups
+(
+    project_id              UInt16,
+    group_key1              String        DEFAULT '',
+    group_key1_display_name String        DEFAULT '',
+    group_key1_properties   Array(String) DEFAULT [],
+    group_key2              String        DEFAULT '',
+    group_key2_display_name String        DEFAULT '',
+    group_key2_properties   Array(String) DEFAULT [],
+    group_key3              String        DEFAULT '',
+    group_key3_display_name String        DEFAULT '',
+    group_key3_properties   Array(String) DEFAULT [],
+    group_key4              String        DEFAULT '',
+    group_key4_display_name String        DEFAULT '',
+    group_key4_properties   Array(String) DEFAULT [],
+    group_key5              String        DEFAULT '',
+    group_key5_display_name String        DEFAULT '',
+    group_key5_properties   Array(String) DEFAULT [],
+    group_key6              String        DEFAULT '',
+    group_key6_display_name String        DEFAULT '',
+    group_key6_properties   Array(String) DEFAULT [],
+
+    created_at              DateTime64,
+    _timestamp              DateTime      DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id);
+
+-- The list of property-values of a specific group key-id
+CREATE TABLE IF NOT EXISTS product_analytics.group_properties
+(
+    project_id UInt16,
+    group_key  String   DEFAULT '',
+    group_id   String   DEFAULT '',
+    -- example: group_key: color, group_id: red properties: {"hex":"#123","name":"magenta"}
+    properties JSON     DEFAULT '{}',
+
+    created_at DateTime64,
+    _timestamp DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, group_key, group_id);
+
+
+-- The full list of events
+CREATE TABLE IF NOT EXISTS product_analytics.all_events
+(
+    project_id          UInt16,
+    event_name          String,
+    display_name        String   DEFAULT '',
+    description         String   DEFAULT '',
+    event_count_l30days UInt32   DEFAULT 0,
+    query_count_l30days UInt32   DEFAULT 0,
+
+    created_at          DateTime64,
+    _timestamp          DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, event_name);
+
+
+-- The full list of properties (events and users)
+CREATE TABLE IF NOT EXISTS product_analytics.all_properties
+(
+    project_id        UInt16,
+    property_name     String,
+    is_event_property BOOL,
+    display_name      String   DEFAULT '',
+    description       String   DEFAULT '',
+    status            String   DEFAULT 'visible' COMMENT 'visible/hidden/dropped',
+    data_count        UInt32   DEFAULT 1,
+    query_count       UInt32   DEFAULT 0,
+
+    created_at        DateTime64,
+    _timestamp        DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, property_name, is_event_property);
diff --git a/ee/scripts/schema/db/init_dbs/clickhouse/create/init_schema.sql b/ee/scripts/schema/db/init_dbs/clickhouse/create/init_schema.sql
index 1b7ca4dbb..413595d79 100644
--- a/ee/scripts/schema/db/init_dbs/clickhouse/create/init_schema.sql
+++ b/ee/scripts/schema/db/init_dbs/clickhouse/create/init_schema.sql
@@ -402,4 +402,340 @@ CREATE TABLE IF NOT EXISTS experimental.ios_events
 ) ENGINE = ReplacingMergeTree(_timestamp)
       PARTITION BY toYYYYMM(datetime)
       ORDER BY (project_id, datetime, event_type, session_id, message_id)
-      TTL datetime + INTERVAL 3 MONTH;
\ No newline at end of file
+      TTL datetime + INTERVAL 3 MONTH;
+
+
+SET allow_experimental_json_type = 1;
+
+CREATE DATABASE IF NOT EXISTS product_analytics;
+
+-- The table of identified users
+CREATE TABLE IF NOT EXISTS product_analytics.users
+(
+    project_id           UInt16,
+    "$distinct_id"       UInt16,
+    "$email"             String DEFAULT '',
+    "$name"              String DEFAULT '',
+    "$first_name"        String DEFAULT '',
+    "$last_name"         String DEFAULT '',
+    "$phone"             String DEFAULT '',
+    "$avatar"            String DEFAULT '',
+    "$created_at"        DateTime DEFAULT now(),
+    properties           JSON DEFAULT '{}',
+    group_id1            Array(String) DEFAULT [],
+    group_id2            Array(String) DEFAULT [],
+    group_id3            Array(String) DEFAULT [],
+    group_id4            Array(String) DEFAULT [],
+    group_id5            Array(String) DEFAULT [],
+    group_id6            Array(String) DEFAULT [],
+
+    "$sdk_edition"       LowCardinality(String),
+    "$sdk_version"       LowCardinality(String),
+    "$current_url"       String DEFAULT '',
+    "$initial_referrer"  String DEFAULT '',
+    "$referring_domain"  String DEFAULT '',
+    initial_utm_source   String DEFAULT '',
+    initial_utm_medium   String DEFAULT '',
+    initial_utm_campaign String DEFAULT '',
+    "$country"           Enum8('UN'=-128, 'RW'=-127, 'SO'=-126, 'YE'=-125, 'IQ'=-124, 'SA'=-123, 'IR'=-122, 'CY'=-121, 'TZ'=-120, 'SY'=-119, 'AM'=-118, 'KE'=-117, 'CD'=-116, 'DJ'=-115, 'UG'=-114, 'CF'=-113, 'SC'=-112, 'JO'=-111, 'LB'=-110, 'KW'=-109, 'OM'=-108, 'QA'=-107, 'BH'=-106, 'AE'=-105, 'IL'=-104, 'TR'=-103, 'ET'=-102, 'ER'=-101, 'EG'=-100, 'SD'=-99, 'GR'=-98, 'BI'=-97, 'EE'=-96, 'LV'=-95, 'AZ'=-94, 'LT'=-93, 'SJ'=-92, 'GE'=-91, 'MD'=-90, 'BY'=-89, 'FI'=-88, 'AX'=-87, 'UA'=-86, 'MK'=-85, 'HU'=-84, 'BG'=-83, 'AL'=-82, 'PL'=-81, 'RO'=-80, 'XK'=-79, 'ZW'=-78, 'ZM'=-77, 'KM'=-76, 'MW'=-75, 'LS'=-74, 'BW'=-73, 'MU'=-72, 'SZ'=-71, 'RE'=-70, 'ZA'=-69, 'YT'=-68, 'MZ'=-67, 'MG'=-66, 'AF'=-65, 'PK'=-64, 'BD'=-63, 'TM'=-62, 'TJ'=-61, 'LK'=-60, 'BT'=-59, 'IN'=-58, 'MV'=-57, 'IO'=-56, 'NP'=-55, 'MM'=-54, 'UZ'=-53, 'KZ'=-52, 'KG'=-51, 'TF'=-50, 'HM'=-49, 'CC'=-48, 'PW'=-47, 'VN'=-46, 'TH'=-45, 'ID'=-44, 'LA'=-43, 'TW'=-42, 'PH'=-41, 'MY'=-40, 'CN'=-39, 'HK'=-38, 'BN'=-37, 'MO'=-36, 'KH'=-35, 'KR'=-34, 'JP'=-33, 'KP'=-32, 'SG'=-31, 'CK'=-30, 'TL'=-29, 'RU'=-28, 'MN'=-27, 'AU'=-26, 'CX'=-25, 'MH'=-24, 'FM'=-23, 'PG'=-22, 'SB'=-21, 'TV'=-20, 'NR'=-19, 'VU'=-18, 'NC'=-17, 'NF'=-16, 'NZ'=-15, 'FJ'=-14, 'LY'=-13, 'CM'=-12, 'SN'=-11, 'CG'=-10, 'PT'=-9, 'LR'=-8, 'CI'=-7, 'GH'=-6, 'GQ'=-5, 'NG'=-4, 'BF'=-3, 'TG'=-2, 'GW'=-1, 'MR'=0, 'BJ'=1, 'GA'=2, 'SL'=3, 'ST'=4, 'GI'=5, 'GM'=6, 'GN'=7, 'TD'=8, 'NE'=9, 'ML'=10, 'EH'=11, 'TN'=12, 'ES'=13, 'MA'=14, 'MT'=15, 'DZ'=16, 'FO'=17, 'DK'=18, 'IS'=19, 'GB'=20, 'CH'=21, 'SE'=22, 'NL'=23, 'AT'=24, 'BE'=25, 'DE'=26, 'LU'=27, 'IE'=28, 'MC'=29, 'FR'=30, 'AD'=31, 'LI'=32, 'JE'=33, 'IM'=34, 'GG'=35, 'SK'=36, 'CZ'=37, 'NO'=38, 'VA'=39, 'SM'=40, 'IT'=41, 'SI'=42, 'ME'=43, 'HR'=44, 'BA'=45, 'AO'=46, 'NA'=47, 'SH'=48, 'BV'=49, 'BB'=50, 'CV'=51, 'GY'=52, 'GF'=53, 'SR'=54, 'PM'=55, 'GL'=56, 'PY'=57, 'UY'=58, 'BR'=59, 'FK'=60, 'GS'=61, 'JM'=62, 'DO'=63, 'CU'=64, 'MQ'=65, 'BS'=66, 'BM'=67, 'AI'=68, 'TT'=69, 'KN'=70, 'DM'=71, 'AG'=72, 'LC'=73, 'TC'=74, 'AW'=75, 'VG'=76, 'VC'=77, 'MS'=78, 'MF'=79, 'BL'=80, 'GP'=81, 'GD'=82, 'KY'=83, 'BZ'=84, 'SV'=85, 'GT'=86, 'HN'=87, 'NI'=88, 'CR'=89, 'VE'=90, 'EC'=91, 'CO'=92, 'PA'=93, 'HT'=94, 'AR'=95, 'CL'=96, 'BO'=97, 'PE'=98, 'MX'=99, 'PF'=100, 'PN'=101, 'KI'=102, 'TK'=103, 'TO'=104, 'WF'=105, 'WS'=106, 'NU'=107, 'MP'=108, 'GU'=109, 'PR'=110, 'VI'=111, 'UM'=112, 'AS'=113, 'CA'=114, 'US'=115, 'PS'=116, 'RS'=117, 'AQ'=118, 'SX'=119, 'CW'=120, 'BQ'=121, 'SS'=122,'BU'=123, 'VD'=124, 'YD'=125, 'DD'=126, ''=127) DEFAULT '',
+    "$state"             LowCardinality(String) DEFAULT '',
+    "$city"              LowCardinality(String) DEFAULT '',
+    "$or_api_endpoint"   LowCardinality(String),
+    "$timezone"          Int8 DEFAULT 0 COMMENT 'timezone will be x10 in order to take into consideration countries with tz=N,5H',
+
+    "$first_event_at"    DateTime DEFAULT '1970-01-01 00:00:00',
+    "$last_seen"         DateTime DEFAULT now() COMMENT 'the last time the person was identified',
+
+    _deleted_at          DateTime DEFAULT '1970-01-01 00:00:00',
+    _timestamp           DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, "$distinct_id")
+      TTL _deleted_at + INTERVAL 1 DAY DELETE WHERE _deleted_at != '1970-01-01 00:00:00';
+
+
+CREATE TABLE IF NOT EXISTS product_analytics.devices
+(
+    project_id         UInt16,
+    "$device_id"       String,
+    "$device"          String                 DEFAULT '',
+    "$screen_height"   UInt16                 DEFAULT 0,
+    "$screen_width"    UInt16                 DEFAULT 0,
+    "$os"              LowCardinality(String) DEFAULT '',
+    "$browser"         LowCardinality(String) DEFAULT '',
+    "$browser_version" String                 DEFAULT '',
+
+    _deleted_at        DateTime               DEFAULT '1970-01-01 00:00:00',
+    _timestamp         DateTime               DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, "$device_id")
+      TTL _deleted_at + INTERVAL 1 DAY DELETE WHERE _deleted_at != '1970-01-01 00:00:00';
+
+-- This table is used in order to identify all devices used by a specific user
+CREATE TABLE IF NOT EXISTS product_analytics.user_devices
+(
+    project_id   UInt16,
+    "$device_id" String,
+    user_id      UInt16 COMMENT 'if 0: the person has been deleted, and should set user_id to 0 in the events table',
+
+    _deleted_at  DateTime DEFAULT '1970-01-01 00:00:00',
+    _timestamp   DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, "$device_id", user_id)
+      TTL _deleted_at + INTERVAL 1 DAY DELETE WHERE _deleted_at != '1970-01-01 00:00:00';
+
+
+-- This table is used in order to relate a distinct_id to an identified user.
+-- The data in this table will be used to propagate changes of user_id in events table
+CREATE TABLE IF NOT EXISTS product_analytics.users_distinct_id
+(
+    project_id  UInt16,
+    distinct_id String COMMENT 'this is the event\'s distinct_id',
+    user_id     UInt16 COMMENT 'if 0: the person has been deleted, and should set user_id to 0 in the events table',
+
+    _timestamp  DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, distinct_id);
+
+
+CREATE TABLE IF NOT EXISTS product_analytics.events
+(
+    project_id                  UInt16,
+    event_id                    UUID,
+    "$event_name"               String,
+    created_at                  DateTime64,
+    distinct_id                 String,
+    "$user_id"                  UInt16 DEFAULT 0,
+    session_id                  UInt64 DEFAULT 0,
+    "$time"                     UInt32 DEFAULT 0 COMMENT 'the time of the event in EPOCH, if not provided, the time of arrival to the server',
+    "$source"                   LowCardinality(String) DEFAULT '' COMMENT 'the name of the integration that sent the event',
+    "$duration_s"               UInt16 DEFAULT 0 COMMENT 'the duration from session-start in seconds',
+    properties                  JSON DEFAULT '{}',
+    "$properties"               JSON DEFAULT '{}' COMMENT 'these properties belongs to the auto-captured events',
+    description                 String DEFAULT '',
+    group_id1                   Array(String) DEFAULT [],
+    group_id2                   Array(String) DEFAULT [],
+    group_id3                   Array(String) DEFAULT [],
+    group_id4                   Array(String) DEFAULT [],
+    group_id5                   Array(String) DEFAULT [],
+    group_id6                   Array(String) DEFAULT [],
+
+    "$auto_captured"            BOOL DEFAULT FALSE,
+    "$sdk_edition"              LowCardinality(String),
+    "$sdk_version"              LowCardinality(String),
+    "$device_id"                String,
+    "$os"                       LowCardinality(String) DEFAULT '',
+    "$browser"                  LowCardinality(String) DEFAULT '',
+    "$browser_version"          String DEFAULT '',
+    "$device"                   String DEFAULT '' COMMENT 'web/mobile',
+    "$screen_height"            UInt16 DEFAULT 0,
+    "$screen_width"             UInt16 DEFAULT 0,
+    "$current_url"              String DEFAULT '',
+    "$initial_referrer"         String DEFAULT '',
+    "$referring_domain"         String DEFAULT '',
+    "$referrer"                 String DEFAULT '',
+    "$initial_referring_domain" String DEFAULT '',
+    "$search_engine"            LowCardinality(String) DEFAULT '',
+    "$search_engine_keyword"    String DEFAULT '',
+    "utm_source"                String DEFAULT '',
+    "utm_medium"                String DEFAULT '',
+    "utm_campaign"              String DEFAULT '',
+    "$country"                  Enum8('UN'=-128, 'RW'=-127, 'SO'=-126, 'YE'=-125, 'IQ'=-124, 'SA'=-123, 'IR'=-122, 'CY'=-121, 'TZ'=-120, 'SY'=-119, 'AM'=-118, 'KE'=-117, 'CD'=-116, 'DJ'=-115, 'UG'=-114, 'CF'=-113, 'SC'=-112, 'JO'=-111, 'LB'=-110, 'KW'=-109, 'OM'=-108, 'QA'=-107, 'BH'=-106, 'AE'=-105, 'IL'=-104, 'TR'=-103, 'ET'=-102, 'ER'=-101, 'EG'=-100, 'SD'=-99, 'GR'=-98, 'BI'=-97, 'EE'=-96, 'LV'=-95, 'AZ'=-94, 'LT'=-93, 'SJ'=-92, 'GE'=-91, 'MD'=-90, 'BY'=-89, 'FI'=-88, 'AX'=-87, 'UA'=-86, 'MK'=-85, 'HU'=-84, 'BG'=-83, 'AL'=-82, 'PL'=-81, 'RO'=-80, 'XK'=-79, 'ZW'=-78, 'ZM'=-77, 'KM'=-76, 'MW'=-75, 'LS'=-74, 'BW'=-73, 'MU'=-72, 'SZ'=-71, 'RE'=-70, 'ZA'=-69, 'YT'=-68, 'MZ'=-67, 'MG'=-66, 'AF'=-65, 'PK'=-64, 'BD'=-63, 'TM'=-62, 'TJ'=-61, 'LK'=-60, 'BT'=-59, 'IN'=-58, 'MV'=-57, 'IO'=-56, 'NP'=-55, 'MM'=-54, 'UZ'=-53, 'KZ'=-52, 'KG'=-51, 'TF'=-50, 'HM'=-49, 'CC'=-48, 'PW'=-47, 'VN'=-46, 'TH'=-45, 'ID'=-44, 'LA'=-43, 'TW'=-42, 'PH'=-41, 'MY'=-40, 'CN'=-39, 'HK'=-38, 'BN'=-37, 'MO'=-36, 'KH'=-35, 'KR'=-34, 'JP'=-33, 'KP'=-32, 'SG'=-31, 'CK'=-30, 'TL'=-29, 'RU'=-28, 'MN'=-27, 'AU'=-26, 'CX'=-25, 'MH'=-24, 'FM'=-23, 'PG'=-22, 'SB'=-21, 'TV'=-20, 'NR'=-19, 'VU'=-18, 'NC'=-17, 'NF'=-16, 'NZ'=-15, 'FJ'=-14, 'LY'=-13, 'CM'=-12, 'SN'=-11, 'CG'=-10, 'PT'=-9, 'LR'=-8, 'CI'=-7, 'GH'=-6, 'GQ'=-5, 'NG'=-4, 'BF'=-3, 'TG'=-2, 'GW'=-1, 'MR'=0, 'BJ'=1, 'GA'=2, 'SL'=3, 'ST'=4, 'GI'=5, 'GM'=6, 'GN'=7, 'TD'=8, 'NE'=9, 'ML'=10, 'EH'=11, 'TN'=12, 'ES'=13, 'MA'=14, 'MT'=15, 'DZ'=16, 'FO'=17, 'DK'=18, 'IS'=19, 'GB'=20, 'CH'=21, 'SE'=22, 'NL'=23, 'AT'=24, 'BE'=25, 'DE'=26, 'LU'=27, 'IE'=28, 'MC'=29, 'FR'=30, 'AD'=31, 'LI'=32, 'JE'=33, 'IM'=34, 'GG'=35, 'SK'=36, 'CZ'=37, 'NO'=38, 'VA'=39, 'SM'=40, 'IT'=41, 'SI'=42, 'ME'=43, 'HR'=44, 'BA'=45, 'AO'=46, 'NA'=47, 'SH'=48, 'BV'=49, 'BB'=50, 'CV'=51, 'GY'=52, 'GF'=53, 'SR'=54, 'PM'=55, 'GL'=56, 'PY'=57, 'UY'=58, 'BR'=59, 'FK'=60, 'GS'=61, 'JM'=62, 'DO'=63, 'CU'=64, 'MQ'=65, 'BS'=66, 'BM'=67, 'AI'=68, 'TT'=69, 'KN'=70, 'DM'=71, 'AG'=72, 'LC'=73, 'TC'=74, 'AW'=75, 'VG'=76, 'VC'=77, 'MS'=78, 'MF'=79, 'BL'=80, 'GP'=81, 'GD'=82, 'KY'=83, 'BZ'=84, 'SV'=85, 'GT'=86, 'HN'=87, 'NI'=88, 'CR'=89, 'VE'=90, 'EC'=91, 'CO'=92, 'PA'=93, 'HT'=94, 'AR'=95, 'CL'=96, 'BO'=97, 'PE'=98, 'MX'=99, 'PF'=100, 'PN'=101, 'KI'=102, 'TK'=103, 'TO'=104, 'WF'=105, 'WS'=106, 'NU'=107, 'MP'=108, 'GU'=109, 'PR'=110, 'VI'=111, 'UM'=112, 'AS'=113, 'CA'=114, 'US'=115, 'PS'=116, 'RS'=117, 'AQ'=118, 'SX'=119, 'CW'=120, 'BQ'=121, 'SS'=122,'BU'=123, 'VD'=124, 'YD'=125, 'DD'=126, ''=127) DEFAULT '',
+    "$state"                    LowCardinality(String) DEFAULT '',
+    "$city"                     LowCardinality(String) DEFAULT '',
+    "$or_api_endpoint"          LowCardinality(String),
+    "$timezone"                 Int8 DEFAULT 0 COMMENT 'timezone will be x10 in order to take into consideration countries with tz=N,5H',
+    issue_type                  Enum8(''=0,'click_rage'=1,'dead_click'=2,'excessive_scrolling'=3,'bad_request'=4,'missing_resource'=5,'memory'=6,'cpu'=7,'slow_resource'=8,'slow_page_load'=9,'crash'=10,'ml_cpu'=11,'ml_memory'=12,'ml_dead_click'=13,'ml_click_rage'=14,'ml_mouse_thrashing'=15,'ml_excessive_scrolling'=16,'ml_slow_resources'=17,'custom'=18,'js_exception'=19,'mouse_thrashing'=20,'app_crash'=21) DEFAULT '',
+    issue_id                    String DEFAULT '',
+    -- Created by the backend
+    "$tags"                     Array(String) DEFAULT [] COMMENT 'tags are used to filter events',
+    "$import"                   BOOL DEFAULT FALSE,
+    _deleted_at                 DateTime DEFAULT '1970-01-01 00:00:00',
+    _timestamp                  DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, "$event_name", created_at, session_id)
+      TTL _timestamp + INTERVAL 1 MONTH ,
+          _deleted_at + INTERVAL 1 DAY DELETE WHERE _deleted_at != '1970-01-01 00:00:00';
+
+-- The list of events that should not be ingested,
+-- according to a specific event_name and optional properties
+CREATE TABLE IF NOT EXISTS product_analytics.dropped_events
+(
+    project_id UInt16,
+    event_name String,
+    created_at DateTime64,
+    -- conditions = {prop_name:{"operator":"less","value":"XYZ"}}
+    -- example: {"person_id":{"operator":"equal","value":"taha"},"_country":{"operator":"equal","value":"FR"}}
+    conditions JSON     DEFAULT '{}' COMMENT 'properties will have all constraints',
+
+    _sign      Int8     DEFAULT 1,
+    _timestamp DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, event_name);
+
+-- The list of properties that should not be ingested in ALL events,
+-- according to a specific rule
+CREATE TABLE IF NOT EXISTS product_analytics.dropped_properties
+(
+    project_id    UInt16,
+    property_name String,
+    created_at    DateTime64,
+    -- example: {"operator":"equal","value":"taha"}
+    conditions    JSON     DEFAULT '{}' COMMENT 'in the form {"operator":"less","value":"XYZ"}',
+
+    _sign         Int8     DEFAULT 1,
+    _timestamp    DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, property_name);
+
+
+-- The list of events that should be hidden in the UI
+CREATE TABLE IF NOT EXISTS product_analytics.hidden_events
+(
+    project_id UInt16,
+    event_name String,
+    created_at DateTime64,
+
+    _sign      Int8     DEFAULT 1,
+    _timestamp DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, event_name);
+
+-- The list of properties that should be hidden in the UI
+CREATE TABLE IF NOT EXISTS product_analytics.hidden_properties
+(
+    project_id    UInt16,
+    property_name String,
+    created_at    DateTime64,
+
+    _sign         Int8     DEFAULT 1,
+    _timestamp    DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, property_name);
+
+-- The list created event's tags
+CREATE TABLE IF NOT EXISTS product_analytics.tags
+(
+    project_id UInt16,
+    tag_name   String,
+    created_at DateTime64,
+
+    _sign      Int8     DEFAULT 1,
+    _timestamp DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, tag_name, created_at);
+
+
+-- A  group of events related with an OR condition
+CREATE TABLE IF NOT EXISTS product_analytics.actions
+(
+    project_id      UInt16,
+    action_id       UUID     DEFAULT generateUUIDv4(),
+    name            String,
+    created_at      DateTime DEFAULT now(),
+    created_by      UInt16 COMMENT 'the OpenReplay user who created this action',
+    visibility      String   DEFAULT 'no' COMMENT 'no/read-only/read-write',
+    last_queried_by UInt16 COMMENT 'the OpenReplay user who last queried this action',
+    -- definition is the list of filter to use in this action, should have the form:
+    -- {event_name String, filter JSON COMMENT 'the filter to apply to the selected event_name'}
+    definition      Array(JSON),
+    _sign           Int8     DEFAULT 1,
+    _timestamp      DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, action_id);
+
+-- A cohort is a group of events-properties during a specific time period,
+-- related with an AND condition to identify users
+CREATE TABLE IF NOT EXISTS product_analytics.cohorts
+(
+    project_id  UInt16,
+    cohort_id   UUID     DEFAULT generateUUIDv4(),
+    name        String,
+    description String   DEFAULT '',
+    created_at  DateTime64,
+    created_by  UInt16 COMMENT 'the OpenReplay user who created this custom event',
+    visibility  String   DEFAULT 'no' COMMENT 'if this custom event is public to the team: no/read-only/read-write',
+    -- definition is the list of filter to use in this cohort during a specific time period, should have the form:
+    -- {filter JSON COMMENT 'the filter to apply to the selected event_name',time_range  LowCardinality(String)}
+    definition  Array(JSON),
+    count       UInt32   DEFAULT 0 COMMENT 'the number of users in this cohort',
+
+    _sign       Int8     DEFAULT 1,
+    _timestamp  DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, cohort_id);
+
+-- Mapping between group_id and group_key
+CREATE TABLE IF NOT EXISTS product_analytics.groups
+(
+    project_id              UInt16,
+    group_key1              String        DEFAULT '',
+    group_key1_display_name String        DEFAULT '',
+    group_key1_properties   Array(String) DEFAULT [],
+    group_key2              String        DEFAULT '',
+    group_key2_display_name String        DEFAULT '',
+    group_key2_properties   Array(String) DEFAULT [],
+    group_key3              String        DEFAULT '',
+    group_key3_display_name String        DEFAULT '',
+    group_key3_properties   Array(String) DEFAULT [],
+    group_key4              String        DEFAULT '',
+    group_key4_display_name String        DEFAULT '',
+    group_key4_properties   Array(String) DEFAULT [],
+    group_key5              String        DEFAULT '',
+    group_key5_display_name String        DEFAULT '',
+    group_key5_properties   Array(String) DEFAULT [],
+    group_key6              String        DEFAULT '',
+    group_key6_display_name String        DEFAULT '',
+    group_key6_properties   Array(String) DEFAULT [],
+
+    created_at              DateTime64,
+    _timestamp              DateTime      DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id);
+
+-- The list of property-values of a specific group key-id
+CREATE TABLE IF NOT EXISTS product_analytics.group_properties
+(
+    project_id UInt16,
+    group_key  String   DEFAULT '',
+    group_id   String   DEFAULT '',
+    -- example: group_key: color, group_id: red properties: {"hex":"#123","name":"magenta"}
+    properties JSON     DEFAULT '{}',
+
+    created_at DateTime64,
+    _timestamp DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, group_key, group_id);
+
+
+-- The full list of events
+CREATE TABLE IF NOT EXISTS product_analytics.all_events
+(
+    project_id          UInt16,
+    event_name          String,
+    display_name        String   DEFAULT '',
+    description         String   DEFAULT '',
+    event_count_l30days UInt32   DEFAULT 0,
+    query_count_l30days UInt32   DEFAULT 0,
+
+    created_at          DateTime64,
+    _timestamp          DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, event_name);
+
+
+-- The full list of properties (events and users)
+CREATE TABLE IF NOT EXISTS product_analytics.all_properties
+(
+    project_id        UInt16,
+    property_name     String,
+    is_event_property BOOL,
+    display_name      String   DEFAULT '',
+    description       String   DEFAULT '',
+    status            String   DEFAULT 'visible' COMMENT 'visible/hidden/dropped',
+    data_count        UInt32   DEFAULT 1,
+    query_count       UInt32   DEFAULT 0,
+
+    created_at        DateTime64,
+    _timestamp        DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, property_name, is_event_property);
diff --git a/scripts/schema/db/init_dbs/clickhouse/1.22.0/1.22.0.sql b/scripts/schema/db/init_dbs/clickhouse/1.22.0/1.22.0.sql
index 6eeb07eb3..2b9d89a8c 100644
--- a/scripts/schema/db/init_dbs/clickhouse/1.22.0/1.22.0.sql
+++ b/scripts/schema/db/init_dbs/clickhouse/1.22.0/1.22.0.sql
@@ -193,3 +193,338 @@ CREATE TABLE IF NOT EXISTS experimental.ios_events
       PARTITION BY toYYYYMM(datetime)
       ORDER BY (project_id, datetime, event_type, session_id, message_id)
       TTL datetime + INTERVAL 1 MONTH;
+
+SET allow_experimental_json_type = 1;
+
+CREATE DATABASE IF NOT EXISTS product_analytics;
+
+-- The table of identified users
+CREATE TABLE IF NOT EXISTS product_analytics.users
+(
+    project_id           UInt16,
+    "$distinct_id"       UInt16,
+    "$email"             String DEFAULT '',
+    "$name"              String DEFAULT '',
+    "$first_name"        String DEFAULT '',
+    "$last_name"         String DEFAULT '',
+    "$phone"             String DEFAULT '',
+    "$avatar"            String DEFAULT '',
+    "$created_at"        DateTime DEFAULT now(),
+    properties           JSON DEFAULT '{}',
+    group_id1            Array(String) DEFAULT [],
+    group_id2            Array(String) DEFAULT [],
+    group_id3            Array(String) DEFAULT [],
+    group_id4            Array(String) DEFAULT [],
+    group_id5            Array(String) DEFAULT [],
+    group_id6            Array(String) DEFAULT [],
+
+    "$sdk_edition"       LowCardinality(String),
+    "$sdk_version"       LowCardinality(String),
+    "$current_url"       String DEFAULT '',
+    "$initial_referrer"  String DEFAULT '',
+    "$referring_domain"  String DEFAULT '',
+    initial_utm_source   String DEFAULT '',
+    initial_utm_medium   String DEFAULT '',
+    initial_utm_campaign String DEFAULT '',
+    "$country"           Enum8('UN'=-128, 'RW'=-127, 'SO'=-126, 'YE'=-125, 'IQ'=-124, 'SA'=-123, 'IR'=-122, 'CY'=-121, 'TZ'=-120, 'SY'=-119, 'AM'=-118, 'KE'=-117, 'CD'=-116, 'DJ'=-115, 'UG'=-114, 'CF'=-113, 'SC'=-112, 'JO'=-111, 'LB'=-110, 'KW'=-109, 'OM'=-108, 'QA'=-107, 'BH'=-106, 'AE'=-105, 'IL'=-104, 'TR'=-103, 'ET'=-102, 'ER'=-101, 'EG'=-100, 'SD'=-99, 'GR'=-98, 'BI'=-97, 'EE'=-96, 'LV'=-95, 'AZ'=-94, 'LT'=-93, 'SJ'=-92, 'GE'=-91, 'MD'=-90, 'BY'=-89, 'FI'=-88, 'AX'=-87, 'UA'=-86, 'MK'=-85, 'HU'=-84, 'BG'=-83, 'AL'=-82, 'PL'=-81, 'RO'=-80, 'XK'=-79, 'ZW'=-78, 'ZM'=-77, 'KM'=-76, 'MW'=-75, 'LS'=-74, 'BW'=-73, 'MU'=-72, 'SZ'=-71, 'RE'=-70, 'ZA'=-69, 'YT'=-68, 'MZ'=-67, 'MG'=-66, 'AF'=-65, 'PK'=-64, 'BD'=-63, 'TM'=-62, 'TJ'=-61, 'LK'=-60, 'BT'=-59, 'IN'=-58, 'MV'=-57, 'IO'=-56, 'NP'=-55, 'MM'=-54, 'UZ'=-53, 'KZ'=-52, 'KG'=-51, 'TF'=-50, 'HM'=-49, 'CC'=-48, 'PW'=-47, 'VN'=-46, 'TH'=-45, 'ID'=-44, 'LA'=-43, 'TW'=-42, 'PH'=-41, 'MY'=-40, 'CN'=-39, 'HK'=-38, 'BN'=-37, 'MO'=-36, 'KH'=-35, 'KR'=-34, 'JP'=-33, 'KP'=-32, 'SG'=-31, 'CK'=-30, 'TL'=-29, 'RU'=-28, 'MN'=-27, 'AU'=-26, 'CX'=-25, 'MH'=-24, 'FM'=-23, 'PG'=-22, 'SB'=-21, 'TV'=-20, 'NR'=-19, 'VU'=-18, 'NC'=-17, 'NF'=-16, 'NZ'=-15, 'FJ'=-14, 'LY'=-13, 'CM'=-12, 'SN'=-11, 'CG'=-10, 'PT'=-9, 'LR'=-8, 'CI'=-7, 'GH'=-6, 'GQ'=-5, 'NG'=-4, 'BF'=-3, 'TG'=-2, 'GW'=-1, 'MR'=0, 'BJ'=1, 'GA'=2, 'SL'=3, 'ST'=4, 'GI'=5, 'GM'=6, 'GN'=7, 'TD'=8, 'NE'=9, 'ML'=10, 'EH'=11, 'TN'=12, 'ES'=13, 'MA'=14, 'MT'=15, 'DZ'=16, 'FO'=17, 'DK'=18, 'IS'=19, 'GB'=20, 'CH'=21, 'SE'=22, 'NL'=23, 'AT'=24, 'BE'=25, 'DE'=26, 'LU'=27, 'IE'=28, 'MC'=29, 'FR'=30, 'AD'=31, 'LI'=32, 'JE'=33, 'IM'=34, 'GG'=35, 'SK'=36, 'CZ'=37, 'NO'=38, 'VA'=39, 'SM'=40, 'IT'=41, 'SI'=42, 'ME'=43, 'HR'=44, 'BA'=45, 'AO'=46, 'NA'=47, 'SH'=48, 'BV'=49, 'BB'=50, 'CV'=51, 'GY'=52, 'GF'=53, 'SR'=54, 'PM'=55, 'GL'=56, 'PY'=57, 'UY'=58, 'BR'=59, 'FK'=60, 'GS'=61, 'JM'=62, 'DO'=63, 'CU'=64, 'MQ'=65, 'BS'=66, 'BM'=67, 'AI'=68, 'TT'=69, 'KN'=70, 'DM'=71, 'AG'=72, 'LC'=73, 'TC'=74, 'AW'=75, 'VG'=76, 'VC'=77, 'MS'=78, 'MF'=79, 'BL'=80, 'GP'=81, 'GD'=82, 'KY'=83, 'BZ'=84, 'SV'=85, 'GT'=86, 'HN'=87, 'NI'=88, 'CR'=89, 'VE'=90, 'EC'=91, 'CO'=92, 'PA'=93, 'HT'=94, 'AR'=95, 'CL'=96, 'BO'=97, 'PE'=98, 'MX'=99, 'PF'=100, 'PN'=101, 'KI'=102, 'TK'=103, 'TO'=104, 'WF'=105, 'WS'=106, 'NU'=107, 'MP'=108, 'GU'=109, 'PR'=110, 'VI'=111, 'UM'=112, 'AS'=113, 'CA'=114, 'US'=115, 'PS'=116, 'RS'=117, 'AQ'=118, 'SX'=119, 'CW'=120, 'BQ'=121, 'SS'=122,'BU'=123, 'VD'=124, 'YD'=125, 'DD'=126, ''=127) DEFAULT '',
+    "$state"             LowCardinality(String) DEFAULT '',
+    "$city"              LowCardinality(String) DEFAULT '',
+    "$or_api_endpoint"   LowCardinality(String),
+    "$timezone"          Int8 DEFAULT 0 COMMENT 'timezone will be x10 in order to take into consideration countries with tz=N,5H',
+
+    "$first_event_at"    DateTime DEFAULT '1970-01-01 00:00:00',
+    "$last_seen"         DateTime DEFAULT now() COMMENT 'the last time the person was identified',
+
+    _deleted_at          DateTime DEFAULT '1970-01-01 00:00:00',
+    _timestamp           DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, "$distinct_id")
+      TTL _deleted_at + INTERVAL 1 DAY DELETE WHERE _deleted_at != '1970-01-01 00:00:00';
+
+
+CREATE TABLE IF NOT EXISTS product_analytics.devices
+(
+    project_id         UInt16,
+    "$device_id"       String,
+    "$device"          String                 DEFAULT '',
+    "$screen_height"   UInt16                 DEFAULT 0,
+    "$screen_width"    UInt16                 DEFAULT 0,
+    "$os"              LowCardinality(String) DEFAULT '',
+    "$browser"         LowCardinality(String) DEFAULT '',
+    "$browser_version" String                 DEFAULT '',
+
+    _deleted_at        DateTime               DEFAULT '1970-01-01 00:00:00',
+    _timestamp         DateTime               DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, "$device_id")
+      TTL _deleted_at + INTERVAL 1 DAY DELETE WHERE _deleted_at != '1970-01-01 00:00:00';
+
+-- This table is used in order to identify all devices used by a specific user
+CREATE TABLE IF NOT EXISTS product_analytics.user_devices
+(
+    project_id   UInt16,
+    "$device_id" String,
+    user_id      UInt16 COMMENT 'if 0: the person has been deleted, and should set user_id to 0 in the events table',
+
+    _deleted_at  DateTime DEFAULT '1970-01-01 00:00:00',
+    _timestamp   DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, "$device_id", user_id)
+      TTL _deleted_at + INTERVAL 1 DAY DELETE WHERE _deleted_at != '1970-01-01 00:00:00';
+
+
+-- This table is used in order to relate a distinct_id to an identified user.
+-- The data in this table will be used to propagate changes of user_id in events table
+CREATE TABLE IF NOT EXISTS product_analytics.users_distinct_id
+(
+    project_id  UInt16,
+    distinct_id String COMMENT 'this is the event\'s distinct_id',
+    user_id     UInt16 COMMENT 'if 0: the person has been deleted, and should set user_id to 0 in the events table',
+
+    _timestamp  DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, distinct_id);
+
+
+CREATE TABLE IF NOT EXISTS product_analytics.events
+(
+    project_id                  UInt16,
+    event_id                    UUID,
+    "$event_name"               String,
+    created_at                  DateTime64,
+    distinct_id                 String,
+    "$user_id"                  UInt16 DEFAULT 0,
+    session_id                  UInt64 DEFAULT 0,
+    "$time"                     UInt32 DEFAULT 0 COMMENT 'the time of the event in EPOCH, if not provided, the time of arrival to the server',
+    "$source"                   LowCardinality(String) DEFAULT '' COMMENT 'the name of the integration that sent the event',
+    "$duration_s"               UInt16 DEFAULT 0 COMMENT 'the duration from session-start in seconds',
+    properties                  JSON DEFAULT '{}',
+    "$properties"               JSON DEFAULT '{}' COMMENT 'these properties belongs to the auto-captured events',
+    description                 String DEFAULT '',
+    group_id1                   Array(String) DEFAULT [],
+    group_id2                   Array(String) DEFAULT [],
+    group_id3                   Array(String) DEFAULT [],
+    group_id4                   Array(String) DEFAULT [],
+    group_id5                   Array(String) DEFAULT [],
+    group_id6                   Array(String) DEFAULT [],
+
+    "$auto_captured"            BOOL DEFAULT FALSE,
+    "$sdk_edition"              LowCardinality(String),
+    "$sdk_version"              LowCardinality(String),
+    "$device_id"                String,
+    "$os"                       LowCardinality(String) DEFAULT '',
+    "$browser"                  LowCardinality(String) DEFAULT '',
+    "$browser_version"          String DEFAULT '',
+    "$device"                   String DEFAULT '' COMMENT 'web/mobile',
+    "$screen_height"            UInt16 DEFAULT 0,
+    "$screen_width"             UInt16 DEFAULT 0,
+    "$current_url"              String DEFAULT '',
+    "$initial_referrer"         String DEFAULT '',
+    "$referring_domain"         String DEFAULT '',
+    "$referrer"                 String DEFAULT '',
+    "$initial_referring_domain" String DEFAULT '',
+    "$search_engine"            LowCardinality(String) DEFAULT '',
+    "$search_engine_keyword"    String DEFAULT '',
+    "utm_source"                String DEFAULT '',
+    "utm_medium"                String DEFAULT '',
+    "utm_campaign"              String DEFAULT '',
+    "$country"                  Enum8('UN'=-128, 'RW'=-127, 'SO'=-126, 'YE'=-125, 'IQ'=-124, 'SA'=-123, 'IR'=-122, 'CY'=-121, 'TZ'=-120, 'SY'=-119, 'AM'=-118, 'KE'=-117, 'CD'=-116, 'DJ'=-115, 'UG'=-114, 'CF'=-113, 'SC'=-112, 'JO'=-111, 'LB'=-110, 'KW'=-109, 'OM'=-108, 'QA'=-107, 'BH'=-106, 'AE'=-105, 'IL'=-104, 'TR'=-103, 'ET'=-102, 'ER'=-101, 'EG'=-100, 'SD'=-99, 'GR'=-98, 'BI'=-97, 'EE'=-96, 'LV'=-95, 'AZ'=-94, 'LT'=-93, 'SJ'=-92, 'GE'=-91, 'MD'=-90, 'BY'=-89, 'FI'=-88, 'AX'=-87, 'UA'=-86, 'MK'=-85, 'HU'=-84, 'BG'=-83, 'AL'=-82, 'PL'=-81, 'RO'=-80, 'XK'=-79, 'ZW'=-78, 'ZM'=-77, 'KM'=-76, 'MW'=-75, 'LS'=-74, 'BW'=-73, 'MU'=-72, 'SZ'=-71, 'RE'=-70, 'ZA'=-69, 'YT'=-68, 'MZ'=-67, 'MG'=-66, 'AF'=-65, 'PK'=-64, 'BD'=-63, 'TM'=-62, 'TJ'=-61, 'LK'=-60, 'BT'=-59, 'IN'=-58, 'MV'=-57, 'IO'=-56, 'NP'=-55, 'MM'=-54, 'UZ'=-53, 'KZ'=-52, 'KG'=-51, 'TF'=-50, 'HM'=-49, 'CC'=-48, 'PW'=-47, 'VN'=-46, 'TH'=-45, 'ID'=-44, 'LA'=-43, 'TW'=-42, 'PH'=-41, 'MY'=-40, 'CN'=-39, 'HK'=-38, 'BN'=-37, 'MO'=-36, 'KH'=-35, 'KR'=-34, 'JP'=-33, 'KP'=-32, 'SG'=-31, 'CK'=-30, 'TL'=-29, 'RU'=-28, 'MN'=-27, 'AU'=-26, 'CX'=-25, 'MH'=-24, 'FM'=-23, 'PG'=-22, 'SB'=-21, 'TV'=-20, 'NR'=-19, 'VU'=-18, 'NC'=-17, 'NF'=-16, 'NZ'=-15, 'FJ'=-14, 'LY'=-13, 'CM'=-12, 'SN'=-11, 'CG'=-10, 'PT'=-9, 'LR'=-8, 'CI'=-7, 'GH'=-6, 'GQ'=-5, 'NG'=-4, 'BF'=-3, 'TG'=-2, 'GW'=-1, 'MR'=0, 'BJ'=1, 'GA'=2, 'SL'=3, 'ST'=4, 'GI'=5, 'GM'=6, 'GN'=7, 'TD'=8, 'NE'=9, 'ML'=10, 'EH'=11, 'TN'=12, 'ES'=13, 'MA'=14, 'MT'=15, 'DZ'=16, 'FO'=17, 'DK'=18, 'IS'=19, 'GB'=20, 'CH'=21, 'SE'=22, 'NL'=23, 'AT'=24, 'BE'=25, 'DE'=26, 'LU'=27, 'IE'=28, 'MC'=29, 'FR'=30, 'AD'=31, 'LI'=32, 'JE'=33, 'IM'=34, 'GG'=35, 'SK'=36, 'CZ'=37, 'NO'=38, 'VA'=39, 'SM'=40, 'IT'=41, 'SI'=42, 'ME'=43, 'HR'=44, 'BA'=45, 'AO'=46, 'NA'=47, 'SH'=48, 'BV'=49, 'BB'=50, 'CV'=51, 'GY'=52, 'GF'=53, 'SR'=54, 'PM'=55, 'GL'=56, 'PY'=57, 'UY'=58, 'BR'=59, 'FK'=60, 'GS'=61, 'JM'=62, 'DO'=63, 'CU'=64, 'MQ'=65, 'BS'=66, 'BM'=67, 'AI'=68, 'TT'=69, 'KN'=70, 'DM'=71, 'AG'=72, 'LC'=73, 'TC'=74, 'AW'=75, 'VG'=76, 'VC'=77, 'MS'=78, 'MF'=79, 'BL'=80, 'GP'=81, 'GD'=82, 'KY'=83, 'BZ'=84, 'SV'=85, 'GT'=86, 'HN'=87, 'NI'=88, 'CR'=89, 'VE'=90, 'EC'=91, 'CO'=92, 'PA'=93, 'HT'=94, 'AR'=95, 'CL'=96, 'BO'=97, 'PE'=98, 'MX'=99, 'PF'=100, 'PN'=101, 'KI'=102, 'TK'=103, 'TO'=104, 'WF'=105, 'WS'=106, 'NU'=107, 'MP'=108, 'GU'=109, 'PR'=110, 'VI'=111, 'UM'=112, 'AS'=113, 'CA'=114, 'US'=115, 'PS'=116, 'RS'=117, 'AQ'=118, 'SX'=119, 'CW'=120, 'BQ'=121, 'SS'=122,'BU'=123, 'VD'=124, 'YD'=125, 'DD'=126, ''=127) DEFAULT '',
+    "$state"                    LowCardinality(String) DEFAULT '',
+    "$city"                     LowCardinality(String) DEFAULT '',
+    "$or_api_endpoint"          LowCardinality(String),
+    "$timezone"                 Int8 DEFAULT 0 COMMENT 'timezone will be x10 in order to take into consideration countries with tz=N,5H',
+    issue_type                  Enum8(''=0,'click_rage'=1,'dead_click'=2,'excessive_scrolling'=3,'bad_request'=4,'missing_resource'=5,'memory'=6,'cpu'=7,'slow_resource'=8,'slow_page_load'=9,'crash'=10,'ml_cpu'=11,'ml_memory'=12,'ml_dead_click'=13,'ml_click_rage'=14,'ml_mouse_thrashing'=15,'ml_excessive_scrolling'=16,'ml_slow_resources'=17,'custom'=18,'js_exception'=19,'mouse_thrashing'=20,'app_crash'=21) DEFAULT '',
+    issue_id                    String DEFAULT '',
+    -- Created by the backend
+    "$tags"                     Array(String) DEFAULT [] COMMENT 'tags are used to filter events',
+    "$import"                   BOOL DEFAULT FALSE,
+    _deleted_at                 DateTime DEFAULT '1970-01-01 00:00:00',
+    _timestamp                  DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, "$event_name", created_at, session_id)
+      TTL _timestamp + INTERVAL 1 MONTH ,
+          _deleted_at + INTERVAL 1 DAY DELETE WHERE _deleted_at != '1970-01-01 00:00:00';
+
+-- The list of events that should not be ingested,
+-- according to a specific event_name and optional properties
+CREATE TABLE IF NOT EXISTS product_analytics.dropped_events
+(
+    project_id UInt16,
+    event_name String,
+    created_at DateTime64,
+    -- conditions = {prop_name:{"operator":"less","value":"XYZ"}}
+    -- example: {"person_id":{"operator":"equal","value":"taha"},"_country":{"operator":"equal","value":"FR"}}
+    conditions JSON     DEFAULT '{}' COMMENT 'properties will have all constraints',
+
+    _sign      Int8     DEFAULT 1,
+    _timestamp DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, event_name);
+
+-- The list of properties that should not be ingested in ALL events,
+-- according to a specific rule
+CREATE TABLE IF NOT EXISTS product_analytics.dropped_properties
+(
+    project_id    UInt16,
+    property_name String,
+    created_at    DateTime64,
+    -- example: {"operator":"equal","value":"taha"}
+    conditions    JSON     DEFAULT '{}' COMMENT 'in the form {"operator":"less","value":"XYZ"}',
+
+    _sign         Int8     DEFAULT 1,
+    _timestamp    DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, property_name);
+
+
+-- The list of events that should be hidden in the UI
+CREATE TABLE IF NOT EXISTS product_analytics.hidden_events
+(
+    project_id UInt16,
+    event_name String,
+    created_at DateTime64,
+
+    _sign      Int8     DEFAULT 1,
+    _timestamp DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, event_name);
+
+-- The list of properties that should be hidden in the UI
+CREATE TABLE IF NOT EXISTS product_analytics.hidden_properties
+(
+    project_id    UInt16,
+    property_name String,
+    created_at    DateTime64,
+
+    _sign         Int8     DEFAULT 1,
+    _timestamp    DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, property_name);
+
+-- The list created event's tags
+CREATE TABLE IF NOT EXISTS product_analytics.tags
+(
+    project_id UInt16,
+    tag_name   String,
+    created_at DateTime64,
+
+    _sign      Int8     DEFAULT 1,
+    _timestamp DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, tag_name, created_at);
+
+
+-- A  group of events related with an OR condition
+CREATE TABLE IF NOT EXISTS product_analytics.actions
+(
+    project_id      UInt16,
+    action_id       UUID     DEFAULT generateUUIDv4(),
+    name            String,
+    created_at      DateTime DEFAULT now(),
+    created_by      UInt16 COMMENT 'the OpenReplay user who created this action',
+    visibility      String   DEFAULT 'no' COMMENT 'no/read-only/read-write',
+    last_queried_by UInt16 COMMENT 'the OpenReplay user who last queried this action',
+    -- definition is the list of filter to use in this action, should have the form:
+    -- {event_name String, filter JSON COMMENT 'the filter to apply to the selected event_name'}
+    definition      Array(JSON),
+    _sign           Int8     DEFAULT 1,
+    _timestamp      DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, action_id);
+
+-- A cohort is a group of events-properties during a specific time period,
+-- related with an AND condition to identify users
+CREATE TABLE IF NOT EXISTS product_analytics.cohorts
+(
+    project_id  UInt16,
+    cohort_id   UUID     DEFAULT generateUUIDv4(),
+    name        String,
+    description String   DEFAULT '',
+    created_at  DateTime64,
+    created_by  UInt16 COMMENT 'the OpenReplay user who created this custom event',
+    visibility  String   DEFAULT 'no' COMMENT 'if this custom event is public to the team: no/read-only/read-write',
+    -- definition is the list of filter to use in this cohort during a specific time period, should have the form:
+    -- {filter JSON COMMENT 'the filter to apply to the selected event_name',time_range  LowCardinality(String)}
+    definition  Array(JSON),
+    count       UInt32   DEFAULT 0 COMMENT 'the number of users in this cohort',
+
+    _sign       Int8     DEFAULT 1,
+    _timestamp  DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, cohort_id);
+
+-- Mapping between group_id and group_key
+CREATE TABLE IF NOT EXISTS product_analytics.groups
+(
+    project_id              UInt16,
+    group_key1              String        DEFAULT '',
+    group_key1_display_name String        DEFAULT '',
+    group_key1_properties   Array(String) DEFAULT [],
+    group_key2              String        DEFAULT '',
+    group_key2_display_name String        DEFAULT '',
+    group_key2_properties   Array(String) DEFAULT [],
+    group_key3              String        DEFAULT '',
+    group_key3_display_name String        DEFAULT '',
+    group_key3_properties   Array(String) DEFAULT [],
+    group_key4              String        DEFAULT '',
+    group_key4_display_name String        DEFAULT '',
+    group_key4_properties   Array(String) DEFAULT [],
+    group_key5              String        DEFAULT '',
+    group_key5_display_name String        DEFAULT '',
+    group_key5_properties   Array(String) DEFAULT [],
+    group_key6              String        DEFAULT '',
+    group_key6_display_name String        DEFAULT '',
+    group_key6_properties   Array(String) DEFAULT [],
+
+    created_at              DateTime64,
+    _timestamp              DateTime      DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id);
+
+-- The list of property-values of a specific group key-id
+CREATE TABLE IF NOT EXISTS product_analytics.group_properties
+(
+    project_id UInt16,
+    group_key  String   DEFAULT '',
+    group_id   String   DEFAULT '',
+    -- example: group_key: color, group_id: red properties: {"hex":"#123","name":"magenta"}
+    properties JSON     DEFAULT '{}',
+
+    created_at DateTime64,
+    _timestamp DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, group_key, group_id);
+
+
+-- The full list of events
+CREATE TABLE IF NOT EXISTS product_analytics.all_events
+(
+    project_id          UInt16,
+    event_name          String,
+    display_name        String   DEFAULT '',
+    description         String   DEFAULT '',
+    event_count_l30days UInt32   DEFAULT 0,
+    query_count_l30days UInt32   DEFAULT 0,
+
+    created_at          DateTime64,
+    _timestamp          DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, event_name);
+
+
+-- The full list of properties (events and users)
+CREATE TABLE IF NOT EXISTS product_analytics.all_properties
+(
+    project_id        UInt16,
+    property_name     String,
+    is_event_property BOOL,
+    display_name      String   DEFAULT '',
+    description       String   DEFAULT '',
+    status            String   DEFAULT 'visible' COMMENT 'visible/hidden/dropped',
+    data_count        UInt32   DEFAULT 1,
+    query_count       UInt32   DEFAULT 0,
+
+    created_at        DateTime64,
+    _timestamp        DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, property_name, is_event_property);
diff --git a/scripts/schema/db/init_dbs/clickhouse/create/init_schema.sql b/scripts/schema/db/init_dbs/clickhouse/create/init_schema.sql
index 6eeb07eb3..400321741 100644
--- a/scripts/schema/db/init_dbs/clickhouse/create/init_schema.sql
+++ b/scripts/schema/db/init_dbs/clickhouse/create/init_schema.sql
@@ -193,3 +193,339 @@ CREATE TABLE IF NOT EXISTS experimental.ios_events
       PARTITION BY toYYYYMM(datetime)
       ORDER BY (project_id, datetime, event_type, session_id, message_id)
       TTL datetime + INTERVAL 1 MONTH;
+
+
+SET allow_experimental_json_type = 1;
+
+CREATE DATABASE IF NOT EXISTS product_analytics;
+
+-- The table of identified users
+CREATE TABLE IF NOT EXISTS product_analytics.users
+(
+    project_id           UInt16,
+    "$distinct_id"       UInt16,
+    "$email"             String DEFAULT '',
+    "$name"              String DEFAULT '',
+    "$first_name"        String DEFAULT '',
+    "$last_name"         String DEFAULT '',
+    "$phone"             String DEFAULT '',
+    "$avatar"            String DEFAULT '',
+    "$created_at"        DateTime DEFAULT now(),
+    properties           JSON DEFAULT '{}',
+    group_id1            Array(String) DEFAULT [],
+    group_id2            Array(String) DEFAULT [],
+    group_id3            Array(String) DEFAULT [],
+    group_id4            Array(String) DEFAULT [],
+    group_id5            Array(String) DEFAULT [],
+    group_id6            Array(String) DEFAULT [],
+
+    "$sdk_edition"       LowCardinality(String),
+    "$sdk_version"       LowCardinality(String),
+    "$current_url"       String DEFAULT '',
+    "$initial_referrer"  String DEFAULT '',
+    "$referring_domain"  String DEFAULT '',
+    initial_utm_source   String DEFAULT '',
+    initial_utm_medium   String DEFAULT '',
+    initial_utm_campaign String DEFAULT '',
+    "$country"           Enum8('UN'=-128, 'RW'=-127, 'SO'=-126, 'YE'=-125, 'IQ'=-124, 'SA'=-123, 'IR'=-122, 'CY'=-121, 'TZ'=-120, 'SY'=-119, 'AM'=-118, 'KE'=-117, 'CD'=-116, 'DJ'=-115, 'UG'=-114, 'CF'=-113, 'SC'=-112, 'JO'=-111, 'LB'=-110, 'KW'=-109, 'OM'=-108, 'QA'=-107, 'BH'=-106, 'AE'=-105, 'IL'=-104, 'TR'=-103, 'ET'=-102, 'ER'=-101, 'EG'=-100, 'SD'=-99, 'GR'=-98, 'BI'=-97, 'EE'=-96, 'LV'=-95, 'AZ'=-94, 'LT'=-93, 'SJ'=-92, 'GE'=-91, 'MD'=-90, 'BY'=-89, 'FI'=-88, 'AX'=-87, 'UA'=-86, 'MK'=-85, 'HU'=-84, 'BG'=-83, 'AL'=-82, 'PL'=-81, 'RO'=-80, 'XK'=-79, 'ZW'=-78, 'ZM'=-77, 'KM'=-76, 'MW'=-75, 'LS'=-74, 'BW'=-73, 'MU'=-72, 'SZ'=-71, 'RE'=-70, 'ZA'=-69, 'YT'=-68, 'MZ'=-67, 'MG'=-66, 'AF'=-65, 'PK'=-64, 'BD'=-63, 'TM'=-62, 'TJ'=-61, 'LK'=-60, 'BT'=-59, 'IN'=-58, 'MV'=-57, 'IO'=-56, 'NP'=-55, 'MM'=-54, 'UZ'=-53, 'KZ'=-52, 'KG'=-51, 'TF'=-50, 'HM'=-49, 'CC'=-48, 'PW'=-47, 'VN'=-46, 'TH'=-45, 'ID'=-44, 'LA'=-43, 'TW'=-42, 'PH'=-41, 'MY'=-40, 'CN'=-39, 'HK'=-38, 'BN'=-37, 'MO'=-36, 'KH'=-35, 'KR'=-34, 'JP'=-33, 'KP'=-32, 'SG'=-31, 'CK'=-30, 'TL'=-29, 'RU'=-28, 'MN'=-27, 'AU'=-26, 'CX'=-25, 'MH'=-24, 'FM'=-23, 'PG'=-22, 'SB'=-21, 'TV'=-20, 'NR'=-19, 'VU'=-18, 'NC'=-17, 'NF'=-16, 'NZ'=-15, 'FJ'=-14, 'LY'=-13, 'CM'=-12, 'SN'=-11, 'CG'=-10, 'PT'=-9, 'LR'=-8, 'CI'=-7, 'GH'=-6, 'GQ'=-5, 'NG'=-4, 'BF'=-3, 'TG'=-2, 'GW'=-1, 'MR'=0, 'BJ'=1, 'GA'=2, 'SL'=3, 'ST'=4, 'GI'=5, 'GM'=6, 'GN'=7, 'TD'=8, 'NE'=9, 'ML'=10, 'EH'=11, 'TN'=12, 'ES'=13, 'MA'=14, 'MT'=15, 'DZ'=16, 'FO'=17, 'DK'=18, 'IS'=19, 'GB'=20, 'CH'=21, 'SE'=22, 'NL'=23, 'AT'=24, 'BE'=25, 'DE'=26, 'LU'=27, 'IE'=28, 'MC'=29, 'FR'=30, 'AD'=31, 'LI'=32, 'JE'=33, 'IM'=34, 'GG'=35, 'SK'=36, 'CZ'=37, 'NO'=38, 'VA'=39, 'SM'=40, 'IT'=41, 'SI'=42, 'ME'=43, 'HR'=44, 'BA'=45, 'AO'=46, 'NA'=47, 'SH'=48, 'BV'=49, 'BB'=50, 'CV'=51, 'GY'=52, 'GF'=53, 'SR'=54, 'PM'=55, 'GL'=56, 'PY'=57, 'UY'=58, 'BR'=59, 'FK'=60, 'GS'=61, 'JM'=62, 'DO'=63, 'CU'=64, 'MQ'=65, 'BS'=66, 'BM'=67, 'AI'=68, 'TT'=69, 'KN'=70, 'DM'=71, 'AG'=72, 'LC'=73, 'TC'=74, 'AW'=75, 'VG'=76, 'VC'=77, 'MS'=78, 'MF'=79, 'BL'=80, 'GP'=81, 'GD'=82, 'KY'=83, 'BZ'=84, 'SV'=85, 'GT'=86, 'HN'=87, 'NI'=88, 'CR'=89, 'VE'=90, 'EC'=91, 'CO'=92, 'PA'=93, 'HT'=94, 'AR'=95, 'CL'=96, 'BO'=97, 'PE'=98, 'MX'=99, 'PF'=100, 'PN'=101, 'KI'=102, 'TK'=103, 'TO'=104, 'WF'=105, 'WS'=106, 'NU'=107, 'MP'=108, 'GU'=109, 'PR'=110, 'VI'=111, 'UM'=112, 'AS'=113, 'CA'=114, 'US'=115, 'PS'=116, 'RS'=117, 'AQ'=118, 'SX'=119, 'CW'=120, 'BQ'=121, 'SS'=122,'BU'=123, 'VD'=124, 'YD'=125, 'DD'=126, ''=127) DEFAULT '',
+    "$state"             LowCardinality(String) DEFAULT '',
+    "$city"              LowCardinality(String) DEFAULT '',
+    "$or_api_endpoint"   LowCardinality(String),
+    "$timezone"          Int8 DEFAULT 0 COMMENT 'timezone will be x10 in order to take into consideration countries with tz=N,5H',
+
+    "$first_event_at"    DateTime DEFAULT '1970-01-01 00:00:00',
+    "$last_seen"         DateTime DEFAULT now() COMMENT 'the last time the person was identified',
+
+    _deleted_at          DateTime DEFAULT '1970-01-01 00:00:00',
+    _timestamp           DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, "$distinct_id")
+      TTL _deleted_at + INTERVAL 1 DAY DELETE WHERE _deleted_at != '1970-01-01 00:00:00';
+
+
+CREATE TABLE IF NOT EXISTS product_analytics.devices
+(
+    project_id         UInt16,
+    "$device_id"       String,
+    "$device"          String                 DEFAULT '',
+    "$screen_height"   UInt16                 DEFAULT 0,
+    "$screen_width"    UInt16                 DEFAULT 0,
+    "$os"              LowCardinality(String) DEFAULT '',
+    "$browser"         LowCardinality(String) DEFAULT '',
+    "$browser_version" String                 DEFAULT '',
+
+    _deleted_at        DateTime               DEFAULT '1970-01-01 00:00:00',
+    _timestamp         DateTime               DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, "$device_id")
+      TTL _deleted_at + INTERVAL 1 DAY DELETE WHERE _deleted_at != '1970-01-01 00:00:00';
+
+-- This table is used in order to identify all devices used by a specific user
+CREATE TABLE IF NOT EXISTS product_analytics.user_devices
+(
+    project_id   UInt16,
+    "$device_id" String,
+    user_id      UInt16 COMMENT 'if 0: the person has been deleted, and should set user_id to 0 in the events table',
+
+    _deleted_at  DateTime DEFAULT '1970-01-01 00:00:00',
+    _timestamp   DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, "$device_id", user_id)
+      TTL _deleted_at + INTERVAL 1 DAY DELETE WHERE _deleted_at != '1970-01-01 00:00:00';
+
+
+-- This table is used in order to relate a distinct_id to an identified user.
+-- The data in this table will be used to propagate changes of user_id in events table
+CREATE TABLE IF NOT EXISTS product_analytics.users_distinct_id
+(
+    project_id  UInt16,
+    distinct_id String COMMENT 'this is the event\'s distinct_id',
+    user_id     UInt16 COMMENT 'if 0: the person has been deleted, and should set user_id to 0 in the events table',
+
+    _timestamp  DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, distinct_id);
+
+
+CREATE TABLE IF NOT EXISTS product_analytics.events
+(
+    project_id                  UInt16,
+    event_id                    UUID,
+    "$event_name"               String,
+    created_at                  DateTime64,
+    distinct_id                 String,
+    "$user_id"                  UInt16 DEFAULT 0,
+    session_id                  UInt64 DEFAULT 0,
+    "$time"                     UInt32 DEFAULT 0 COMMENT 'the time of the event in EPOCH, if not provided, the time of arrival to the server',
+    "$source"                   LowCardinality(String) DEFAULT '' COMMENT 'the name of the integration that sent the event',
+    "$duration_s"               UInt16 DEFAULT 0 COMMENT 'the duration from session-start in seconds',
+    properties                  JSON DEFAULT '{}',
+    "$properties"               JSON DEFAULT '{}' COMMENT 'these properties belongs to the auto-captured events',
+    description                 String DEFAULT '',
+    group_id1                   Array(String) DEFAULT [],
+    group_id2                   Array(String) DEFAULT [],
+    group_id3                   Array(String) DEFAULT [],
+    group_id4                   Array(String) DEFAULT [],
+    group_id5                   Array(String) DEFAULT [],
+    group_id6                   Array(String) DEFAULT [],
+
+    "$auto_captured"            BOOL DEFAULT FALSE,
+    "$sdk_edition"              LowCardinality(String),
+    "$sdk_version"              LowCardinality(String),
+    "$device_id"                String,
+    "$os"                       LowCardinality(String) DEFAULT '',
+    "$browser"                  LowCardinality(String) DEFAULT '',
+    "$browser_version"          String DEFAULT '',
+    "$device"                   String DEFAULT '' COMMENT 'web/mobile',
+    "$screen_height"            UInt16 DEFAULT 0,
+    "$screen_width"             UInt16 DEFAULT 0,
+    "$current_url"              String DEFAULT '',
+    "$initial_referrer"         String DEFAULT '',
+    "$referring_domain"         String DEFAULT '',
+    "$referrer"                 String DEFAULT '',
+    "$initial_referring_domain" String DEFAULT '',
+    "$search_engine"            LowCardinality(String) DEFAULT '',
+    "$search_engine_keyword"    String DEFAULT '',
+    "utm_source"                String DEFAULT '',
+    "utm_medium"                String DEFAULT '',
+    "utm_campaign"              String DEFAULT '',
+    "$country"                  Enum8('UN'=-128, 'RW'=-127, 'SO'=-126, 'YE'=-125, 'IQ'=-124, 'SA'=-123, 'IR'=-122, 'CY'=-121, 'TZ'=-120, 'SY'=-119, 'AM'=-118, 'KE'=-117, 'CD'=-116, 'DJ'=-115, 'UG'=-114, 'CF'=-113, 'SC'=-112, 'JO'=-111, 'LB'=-110, 'KW'=-109, 'OM'=-108, 'QA'=-107, 'BH'=-106, 'AE'=-105, 'IL'=-104, 'TR'=-103, 'ET'=-102, 'ER'=-101, 'EG'=-100, 'SD'=-99, 'GR'=-98, 'BI'=-97, 'EE'=-96, 'LV'=-95, 'AZ'=-94, 'LT'=-93, 'SJ'=-92, 'GE'=-91, 'MD'=-90, 'BY'=-89, 'FI'=-88, 'AX'=-87, 'UA'=-86, 'MK'=-85, 'HU'=-84, 'BG'=-83, 'AL'=-82, 'PL'=-81, 'RO'=-80, 'XK'=-79, 'ZW'=-78, 'ZM'=-77, 'KM'=-76, 'MW'=-75, 'LS'=-74, 'BW'=-73, 'MU'=-72, 'SZ'=-71, 'RE'=-70, 'ZA'=-69, 'YT'=-68, 'MZ'=-67, 'MG'=-66, 'AF'=-65, 'PK'=-64, 'BD'=-63, 'TM'=-62, 'TJ'=-61, 'LK'=-60, 'BT'=-59, 'IN'=-58, 'MV'=-57, 'IO'=-56, 'NP'=-55, 'MM'=-54, 'UZ'=-53, 'KZ'=-52, 'KG'=-51, 'TF'=-50, 'HM'=-49, 'CC'=-48, 'PW'=-47, 'VN'=-46, 'TH'=-45, 'ID'=-44, 'LA'=-43, 'TW'=-42, 'PH'=-41, 'MY'=-40, 'CN'=-39, 'HK'=-38, 'BN'=-37, 'MO'=-36, 'KH'=-35, 'KR'=-34, 'JP'=-33, 'KP'=-32, 'SG'=-31, 'CK'=-30, 'TL'=-29, 'RU'=-28, 'MN'=-27, 'AU'=-26, 'CX'=-25, 'MH'=-24, 'FM'=-23, 'PG'=-22, 'SB'=-21, 'TV'=-20, 'NR'=-19, 'VU'=-18, 'NC'=-17, 'NF'=-16, 'NZ'=-15, 'FJ'=-14, 'LY'=-13, 'CM'=-12, 'SN'=-11, 'CG'=-10, 'PT'=-9, 'LR'=-8, 'CI'=-7, 'GH'=-6, 'GQ'=-5, 'NG'=-4, 'BF'=-3, 'TG'=-2, 'GW'=-1, 'MR'=0, 'BJ'=1, 'GA'=2, 'SL'=3, 'ST'=4, 'GI'=5, 'GM'=6, 'GN'=7, 'TD'=8, 'NE'=9, 'ML'=10, 'EH'=11, 'TN'=12, 'ES'=13, 'MA'=14, 'MT'=15, 'DZ'=16, 'FO'=17, 'DK'=18, 'IS'=19, 'GB'=20, 'CH'=21, 'SE'=22, 'NL'=23, 'AT'=24, 'BE'=25, 'DE'=26, 'LU'=27, 'IE'=28, 'MC'=29, 'FR'=30, 'AD'=31, 'LI'=32, 'JE'=33, 'IM'=34, 'GG'=35, 'SK'=36, 'CZ'=37, 'NO'=38, 'VA'=39, 'SM'=40, 'IT'=41, 'SI'=42, 'ME'=43, 'HR'=44, 'BA'=45, 'AO'=46, 'NA'=47, 'SH'=48, 'BV'=49, 'BB'=50, 'CV'=51, 'GY'=52, 'GF'=53, 'SR'=54, 'PM'=55, 'GL'=56, 'PY'=57, 'UY'=58, 'BR'=59, 'FK'=60, 'GS'=61, 'JM'=62, 'DO'=63, 'CU'=64, 'MQ'=65, 'BS'=66, 'BM'=67, 'AI'=68, 'TT'=69, 'KN'=70, 'DM'=71, 'AG'=72, 'LC'=73, 'TC'=74, 'AW'=75, 'VG'=76, 'VC'=77, 'MS'=78, 'MF'=79, 'BL'=80, 'GP'=81, 'GD'=82, 'KY'=83, 'BZ'=84, 'SV'=85, 'GT'=86, 'HN'=87, 'NI'=88, 'CR'=89, 'VE'=90, 'EC'=91, 'CO'=92, 'PA'=93, 'HT'=94, 'AR'=95, 'CL'=96, 'BO'=97, 'PE'=98, 'MX'=99, 'PF'=100, 'PN'=101, 'KI'=102, 'TK'=103, 'TO'=104, 'WF'=105, 'WS'=106, 'NU'=107, 'MP'=108, 'GU'=109, 'PR'=110, 'VI'=111, 'UM'=112, 'AS'=113, 'CA'=114, 'US'=115, 'PS'=116, 'RS'=117, 'AQ'=118, 'SX'=119, 'CW'=120, 'BQ'=121, 'SS'=122,'BU'=123, 'VD'=124, 'YD'=125, 'DD'=126, ''=127) DEFAULT '',
+    "$state"                    LowCardinality(String) DEFAULT '',
+    "$city"                     LowCardinality(String) DEFAULT '',
+    "$or_api_endpoint"          LowCardinality(String),
+    "$timezone"                 Int8 DEFAULT 0 COMMENT 'timezone will be x10 in order to take into consideration countries with tz=N,5H',
+    issue_type                  Enum8(''=0,'click_rage'=1,'dead_click'=2,'excessive_scrolling'=3,'bad_request'=4,'missing_resource'=5,'memory'=6,'cpu'=7,'slow_resource'=8,'slow_page_load'=9,'crash'=10,'ml_cpu'=11,'ml_memory'=12,'ml_dead_click'=13,'ml_click_rage'=14,'ml_mouse_thrashing'=15,'ml_excessive_scrolling'=16,'ml_slow_resources'=17,'custom'=18,'js_exception'=19,'mouse_thrashing'=20,'app_crash'=21) DEFAULT '',
+    issue_id                    String DEFAULT '',
+    -- Created by the backend
+    "$tags"                     Array(String) DEFAULT [] COMMENT 'tags are used to filter events',
+    "$import"                   BOOL DEFAULT FALSE,
+    _deleted_at                 DateTime DEFAULT '1970-01-01 00:00:00',
+    _timestamp                  DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, "$event_name", created_at, session_id)
+      TTL _timestamp + INTERVAL 1 MONTH ,
+          _deleted_at + INTERVAL 1 DAY DELETE WHERE _deleted_at != '1970-01-01 00:00:00';
+
+-- The list of events that should not be ingested,
+-- according to a specific event_name and optional properties
+CREATE TABLE IF NOT EXISTS product_analytics.dropped_events
+(
+    project_id UInt16,
+    event_name String,
+    created_at DateTime64,
+    -- conditions = {prop_name:{"operator":"less","value":"XYZ"}}
+    -- example: {"person_id":{"operator":"equal","value":"taha"},"_country":{"operator":"equal","value":"FR"}}
+    conditions JSON     DEFAULT '{}' COMMENT 'properties will have all constraints',
+
+    _sign      Int8     DEFAULT 1,
+    _timestamp DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, event_name);
+
+-- The list of properties that should not be ingested in ALL events,
+-- according to a specific rule
+CREATE TABLE IF NOT EXISTS product_analytics.dropped_properties
+(
+    project_id    UInt16,
+    property_name String,
+    created_at    DateTime64,
+    -- example: {"operator":"equal","value":"taha"}
+    conditions    JSON     DEFAULT '{}' COMMENT 'in the form {"operator":"less","value":"XYZ"}',
+
+    _sign         Int8     DEFAULT 1,
+    _timestamp    DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, property_name);
+
+
+-- The list of events that should be hidden in the UI
+CREATE TABLE IF NOT EXISTS product_analytics.hidden_events
+(
+    project_id UInt16,
+    event_name String,
+    created_at DateTime64,
+
+    _sign      Int8     DEFAULT 1,
+    _timestamp DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, event_name);
+
+-- The list of properties that should be hidden in the UI
+CREATE TABLE IF NOT EXISTS product_analytics.hidden_properties
+(
+    project_id    UInt16,
+    property_name String,
+    created_at    DateTime64,
+
+    _sign         Int8     DEFAULT 1,
+    _timestamp    DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, property_name);
+
+-- The list created event's tags
+CREATE TABLE IF NOT EXISTS product_analytics.tags
+(
+    project_id UInt16,
+    tag_name   String,
+    created_at DateTime64,
+
+    _sign      Int8     DEFAULT 1,
+    _timestamp DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, tag_name, created_at);
+
+
+-- A  group of events related with an OR condition
+CREATE TABLE IF NOT EXISTS product_analytics.actions
+(
+    project_id      UInt16,
+    action_id       UUID     DEFAULT generateUUIDv4(),
+    name            String,
+    created_at      DateTime DEFAULT now(),
+    created_by      UInt16 COMMENT 'the OpenReplay user who created this action',
+    visibility      String   DEFAULT 'no' COMMENT 'no/read-only/read-write',
+    last_queried_by UInt16 COMMENT 'the OpenReplay user who last queried this action',
+    -- definition is the list of filter to use in this action, should have the form:
+    -- {event_name String, filter JSON COMMENT 'the filter to apply to the selected event_name'}
+    definition      Array(JSON),
+    _sign           Int8     DEFAULT 1,
+    _timestamp      DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, action_id);
+
+-- A cohort is a group of events-properties during a specific time period,
+-- related with an AND condition to identify users
+CREATE TABLE IF NOT EXISTS product_analytics.cohorts
+(
+    project_id  UInt16,
+    cohort_id   UUID     DEFAULT generateUUIDv4(),
+    name        String,
+    description String   DEFAULT '',
+    created_at  DateTime64,
+    created_by  UInt16 COMMENT 'the OpenReplay user who created this custom event',
+    visibility  String   DEFAULT 'no' COMMENT 'if this custom event is public to the team: no/read-only/read-write',
+    -- definition is the list of filter to use in this cohort during a specific time period, should have the form:
+    -- {filter JSON COMMENT 'the filter to apply to the selected event_name',time_range  LowCardinality(String)}
+    definition  Array(JSON),
+    count       UInt32   DEFAULT 0 COMMENT 'the number of users in this cohort',
+
+    _sign       Int8     DEFAULT 1,
+    _timestamp  DateTime DEFAULT now()
+) ENGINE = CollapsingMergeTree(_sign)
+      ORDER BY (project_id, cohort_id);
+
+-- Mapping between group_id and group_key
+CREATE TABLE IF NOT EXISTS product_analytics.groups
+(
+    project_id              UInt16,
+    group_key1              String        DEFAULT '',
+    group_key1_display_name String        DEFAULT '',
+    group_key1_properties   Array(String) DEFAULT [],
+    group_key2              String        DEFAULT '',
+    group_key2_display_name String        DEFAULT '',
+    group_key2_properties   Array(String) DEFAULT [],
+    group_key3              String        DEFAULT '',
+    group_key3_display_name String        DEFAULT '',
+    group_key3_properties   Array(String) DEFAULT [],
+    group_key4              String        DEFAULT '',
+    group_key4_display_name String        DEFAULT '',
+    group_key4_properties   Array(String) DEFAULT [],
+    group_key5              String        DEFAULT '',
+    group_key5_display_name String        DEFAULT '',
+    group_key5_properties   Array(String) DEFAULT [],
+    group_key6              String        DEFAULT '',
+    group_key6_display_name String        DEFAULT '',
+    group_key6_properties   Array(String) DEFAULT [],
+
+    created_at              DateTime64,
+    _timestamp              DateTime      DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id);
+
+-- The list of property-values of a specific group key-id
+CREATE TABLE IF NOT EXISTS product_analytics.group_properties
+(
+    project_id UInt16,
+    group_key  String   DEFAULT '',
+    group_id   String   DEFAULT '',
+    -- example: group_key: color, group_id: red properties: {"hex":"#123","name":"magenta"}
+    properties JSON     DEFAULT '{}',
+
+    created_at DateTime64,
+    _timestamp DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, group_key, group_id);
+
+
+-- The full list of events
+CREATE TABLE IF NOT EXISTS product_analytics.all_events
+(
+    project_id          UInt16,
+    event_name          String,
+    display_name        String   DEFAULT '',
+    description         String   DEFAULT '',
+    event_count_l30days UInt32   DEFAULT 0,
+    query_count_l30days UInt32   DEFAULT 0,
+
+    created_at          DateTime64,
+    _timestamp          DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, event_name);
+
+
+-- The full list of properties (events and users)
+CREATE TABLE IF NOT EXISTS product_analytics.all_properties
+(
+    project_id        UInt16,
+    property_name     String,
+    is_event_property BOOL,
+    display_name      String   DEFAULT '',
+    description       String   DEFAULT '',
+    status            String   DEFAULT 'visible' COMMENT 'visible/hidden/dropped',
+    data_count        UInt32   DEFAULT 1,
+    query_count       UInt32   DEFAULT 0,
+
+    created_at        DateTime64,
+    _timestamp        DateTime DEFAULT now()
+) ENGINE = ReplacingMergeTree(_timestamp)
+      ORDER BY (project_id, property_name, is_event_property);