Summarize this content to 400 words in Persian Lang <\/p>\n
\u0645\u0639\u0631\u0641\u06cc<\/p>\n
\u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062a\u062c\u0627\u0631\u062a \u0627\u0644\u06a9\u062a\u0631\u0648\u0646\u06cc\u06a9 \u0645\u062f\u0631\u0646\u060c \u0631\u062f\u06cc\u0627\u0628\u06cc \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0647\u0645 \u0645\u0627\u0646\u0646\u062f \u0627\u0646\u0648\u0627\u0639 \u062d\u0633\u0627\u0628\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u06cc \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0628\u0631\u0627\u06cc \u0647\u0648\u0634 \u062a\u062c\u0627\u0631\u06cc \u0648 \u0631\u0639\u0627\u06cc\u062a \u0645\u0642\u0631\u0631\u0627\u062a \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a. \u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0633\u0646\u062a\u06cc \u0627\u063a\u0644\u0628 \u0627\u0631\u0632\u0634 \u0647\u0627\u06cc \u0642\u062f\u06cc\u0645\u06cc \u0631\u0627 \u0628\u0627\u0632\u0646\u0648\u06cc\u0633\u06cc \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062a\u0627\u0631\u06cc\u062e\u06cc \u0631\u0627 \u0628\u0647 \u0686\u0627\u0644\u0634 \u0645\u06cc \u06a9\u0634\u0646\u062f. Enter Change Data Capture (CDC)\u060c \u062a\u06a9\u0646\u06cc\u06a9\u06cc \u06a9\u0647 \u0647\u0631 \u062a\u063a\u06cc\u06cc\u0631\u06cc \u0631\u0627 \u062f\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0634\u0645\u0627 \u062b\u0628\u062a \u0648 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u06cc\u06a9 \u0645\u0633\u06cc\u0631 \u062d\u0633\u0627\u0628\u0631\u0633\u06cc \u062c\u0627\u0645\u0639 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u0631\u0627 \u0645\u0645\u06a9\u0646 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f.<\/p>\n
\u0646\u0645\u0627\u06cc \u06a9\u0644\u06cc \u0633\u0646\u0627\u0631\u06cc\u0648<\/p>\n
\u062a\u0635\u0648\u0631 \u06a9\u0646\u06cc\u062f \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 PostgreSQL \u0631\u0627 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u067e\u0644\u062a\u0641\u0631\u0645 \u062a\u062c\u0627\u0631\u062a \u0627\u0644\u06a9\u062a\u0631\u0648\u0646\u06cc\u06a9\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0627\u0646\u0648\u0627\u0639 \u062d\u0633\u0627\u0628 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u06cc (\u0628\u0631\u0646\u0632\u060c \u0646\u0642\u0631\u0647 \u0627\u06cc\u060c \u0637\u0644\u0627\u06cc\u06cc) \u0627\u063a\u0644\u0628 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c PostgreSQL \u0641\u0642\u0637 \u0622\u062e\u0631\u06cc\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0631\u0627 \u062d\u0641\u0638 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648\u0636\u0639\u06cc\u062a \u0647\u0627\u06cc \u06af\u0630\u0634\u062a\u0647 \u062d\u0633\u0627\u0628 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u06cc \u0631\u0627 \u062f\u0634\u0648\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0631\u0627\u06cc \u0631\u0641\u0639 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644\u060c \u0627\u0632 Debezium \u0648 ClickHouse \u0628\u0631\u0627\u06cc \u0631\u062f\u06cc\u0627\u0628\u06cc \u0648 \u0630\u062e\u06cc\u0631\u0647 \u062a\u0645\u0627\u0645 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0646\u0648\u0639 \u062d\u0633\u0627\u0628 \u0628\u0627 \u0645\u064f\u0647\u0631 \u0632\u0645\u0627\u0646\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n
\u062a\u0646\u0638\u06cc\u0645 \u0645\u062d\u06cc\u0637<\/p>\n
\u062f\u0631\u06cc\u0627\u0641\u062a \u067e\u0631\u0648\u0698\u0647 \u0627\u0632 Git<\/p>\n
\u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639\u060c \u0645\u062e\u0632\u0646 postgres-cdc-clickhouse GitHub \u0631\u0627 \u0634\u0628\u06cc\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0645\u062d\u06cc\u0637 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Docker Compose \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n
git clone https:\/\/github.com\/ranjbaryshahab\/postgres-cdc-clickhouse
\ncd postgres-cdc-clickhouse
\ndocker-compose up<\/p>\n
\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n
\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n
\u0627\u06cc\u062c\u0627\u062f \u062c\u062f\u0648\u0644 PostgreSQL<\/p>\n
\u0627\u0628\u062a\u062f\u0627 \u062c\u062f\u0648\u0644 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0631\u0627 \u062f\u0631 PostgreSQL \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0648 \u067e\u06cc\u06af\u06cc\u0631\u06cc \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f:<\/p>\n
CREATE TABLE users (
\n user_id SERIAL PRIMARY KEY,
\n username VARCHAR(50) NOT NULL,
\n account_type VARCHAR(20) NOT NULL,
\n updated_at TIMESTAMP DEFAULT timezone(‘UTC’, CURRENT_TIMESTAMP),
\n created_at TIMESTAMP DEFAULT timezone(‘UTC’, CURRENT_TIMESTAMP)
\n);<\/p>\n
ALTER TABLE public.users REPLICA IDENTITY FULL;<\/p>\n
\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n
\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n
\u0633\u067e\u0633 \u062f\u0631\u062c \u062f\u0627\u062f\u0647 \u0647\u0627:<\/p>\n
INSERT INTO users (username, account_type) VALUES
\n(‘user1’, ‘Bronze’),
\n(‘user2’, ‘Silver’),
\n(‘user3’, ‘Gold’);<\/p>\n
\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n
\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n
\u0648 \u0646\u062a\u06cc\u062c\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0627\u0633\u062a:<\/p>\n
\u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u06a9\u0627\u0646\u06a9\u062a\u0648\u0631 Debezium<\/p>\n
\u06a9\u0627\u0646\u06a9\u062a\u0648\u0631 Debezium PostgreSQL \u0631\u0627 \u062f\u0631 Kafka Connect \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f \u062a\u0627 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u062c\u062f\u0648\u0644 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0631\u0627 \u062b\u0628\u062a \u06a9\u0646\u062f:<\/p>\n
curl –location –request POST ‘http:\/\/localhost:8083\/connectors’ \\
\n–header ‘Content-Type: application\/json’ \\
\n–data-raw ‘{
\n “name”: “raw_data.shop-connector”,
\n “config”: {
\n “connector.class”: “io.debezium.connector.postgresql.PostgresConnector”,
\n “database.dbname”: “postgres”,
\n “database.history.kafka.bootstrap.servers”: “kafka:9092”,
\n “database.history.kafka.topic”: “schema-changes.shop”,
\n “database.hostname”: “postgres”,
\n “database.password”: “postgres”,
\n “database.port”: “5432”,
\n “database.server.name”: “shop”,
\n “database.user”: “postgres”,
\n “name”: “raw_data.shop-connector”,
\n “plugin.name”: “pgoutput”,
\n “table.include.list”: “public.users”,
\n “tasks.max”: “1”,
\n “topic.creation.default.cleanup.policy”: “delete”,
\n “topic.creation.default.partitions”: “1”,
\n “topic.creation.default.replication.factor”: “1”,
\n “topic.creation.default.retention.ms”: “604800000”,
\n “topic.creation.enable”: “true”,
\n “topic.prefix”: “raw_data.shop”,
\n “database.history.skip.unparseable.ddl”: “true”,
\n “key.converter”: ” org.apache.kafka.connect.json.JsonConverter”,
\n “value.converter”: ” org.apache.kafka.connect.json.JsonConverter”,
\n “key.converter.schemas.enable”: “false”,
\n “value.converter.schemas.enable”: “false”,
\n “snapshot.mode”: “initial”
\n }
\n}’<\/p>\n
\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n
\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n
\u0646\u062a\u06cc\u062c\u0647 \u0631\u0627 \u062f\u0631 Redpanda Console \u0628\u0628\u06cc\u0646\u06cc\u062f:\u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0646\u06a9\u062a\u0648\u0631 Debezium \u0628\u0647 http:\/\/localhost:9080\/topics \u0628\u0631\u0648\u06cc\u062f.<\/p>\n
\u0631\u062f\u06cc\u0627\u0628\u06cc \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc<\/p>\n
\u0627\u06a9\u0646\u0648\u0646\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0631\u0627 \u062f\u0631 \u062c\u062f\u0648\u0644 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0645\u0646\u0639\u06a9\u0633\u200c\u0634\u062f\u0647 \u062f\u0631 \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u06a9\u0627\u0641\u06a9\u0627 \u0648 ClickHouse \u0645\u0627 \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645:<\/p>\n
— Update user with ID 1 to change the account type to ‘Gold’
\nUPDATE users
\nSET account_type = ‘Gold’, updated_at = timezone(‘UTC’, CURRENT_TIMESTAMP)
\nWHERE user_id = 1;<\/p>\n
\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n
\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n
\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u060c Debezium \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0631\u0627 \u062b\u0628\u062a \u0645\u06cc \u06a9\u0646\u062f \u0648 \u06cc\u06a9 \u0631\u0648\u06cc\u062f\u0627\u062f \u062f\u0631 \u0645\u0648\u0636\u0648\u0639 \u06a9\u0627\u0641\u06a9\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0631\u0648\u06cc\u062f\u0627\u062f \u062d\u0627\u0648\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u0642\u0628\u0644\u06cc \u0648 \u062c\u062f\u06cc\u062f \u0641\u06cc\u0644\u062f account_type \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u0646\u0648\u0639 \u0639\u0645\u0644\u06cc\u0627\u062a (u \u0628\u0631\u0627\u06cc \u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc) \u0627\u0633\u062a.<\/p>\n
\u0646\u062a\u06cc\u062c\u0647 \u0631\u0627 \u062f\u0631 Redpanda Console \u0628\u0628\u06cc\u0646\u06cc\u062f:<\/p>\n
\u0630\u062e\u06cc\u0631\u0647 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u062f\u0631 ClickHouse<\/p>\n
\u0627\u0632 ClickHouse \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0647\u0645\u0647 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u062f\u0631 \u06cc\u06a9 \u062c\u062f\u0648\u0644 \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0648 \u0646\u0645\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n
\u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0648 \u062c\u062f\u0648\u0644 ClickHouse \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/p>\n
CREATE DATABASE shop;<\/p>\n
CREATE TABLE shop.account_type_switch (
\n user_id UInt32,
\n username String,
\n before_account_type String,
\n after_account_type String,
\n updated_at DateTime,
\n created_at DateTime
\n) ENGINE = ReplacingMergeTree
\nORDER BY (user_id, updated_at)
\nSETTINGS index_granularity = 8192;<\/p>\n
\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n
\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n
\u062c\u062f\u0648\u0644 \u0645\u0648\u062a\u0648\u0631 \u06a9\u0627\u0641\u06a9\u0627 \u0631\u0627 \u062f\u0631 ClickHouse \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f<\/p>\n
CREATE TABLE kafka_shop.kafka__account_type_switch (
\n `jsonString` String
\n) ENGINE = Kafka
\nSETTINGS kafka_broker_list = ‘broker:29092’,
\n kafka_topic_list = ‘raw_data.shop.public.users’,
\n kafka_group_name = ‘raw_date_clickhouse’,
\n kafka_format = ‘JSONAsString’;<\/p>\n
\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n
\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n
\u0646\u0645\u0627\u06cc \u0645\u062a\u0631\u06cc\u0627\u0644 \u0634\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/p>\n
CREATE MATERIALIZED VIEW kafka_shop.consumer__account_type_switch TO shop.account_type_switch (
\n user_id UInt32,
\n username String,
\n before_account_type String,
\n after_account_type String,
\n updated_at DateTime,
\n created_at DateTime
\n) AS
\nSELECT
\n JSONExtract(JSONExtract(jsonString, ‘after’, ‘Nullable(String)’), ‘user_id’, ‘Nullable(UInt32)’) AS user_id,
\n JSONExtract(JSONExtract(jsonString, ‘after’, ‘Nullable(String)’), ‘username’, ‘Nullable(String)’) AS username,
\n JSONExtract(JSONExtract(jsonString, ‘before’, ‘Nullable(String)’), ‘account_type’, ‘Nullable(String)’) AS before_account_type,
\n JSONExtract(JSONExtract(jsonString, ‘after’, ‘Nullable(String)’), ‘account_type’, ‘Nullable(String)’) AS after_account_type,
\n toDateTime(JSONExtract(JSONExtract(jsonString, ‘after’, ‘Nullable(String)’), ‘updated_at’, ‘Nullable(UInt64)’) \/ 1000000) AS updated_at,
\n toDateTime(JSONExtract(JSONExtract(jsonString, ‘after’, ‘Nullable(String)’), ‘created_at’, ‘Nullable(UInt64)’) \/ 1000000) AS created_at
\nFROM kafka_shop.kafka__account_type_switch
\nWHERE (before_account_type != after_account_type) AND (JSONExtract(jsonString, ‘op’, ‘Nullable(String)’) = ‘u’);<\/p>\n
\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n
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\u0646\u062a\u06cc\u062c\u0647<\/p>\n
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