diff --git a/Dockerfile.superset b/Dockerfile.superset
index e8608b3..2dfd337 100644
--- a/Dockerfile.superset
+++ b/Dockerfile.superset
@@ -6,6 +6,6 @@ RUN apt-get update && \
     apt-get install -y bind9-host bat less iputils-ping curl postgresql-client && \
     apt-get clean
 
-USER superset
+RUN pip install --no-cache-dir clickhouse-connect==0.8.* psycopg2-binary==2.9.*
 
-RUN pip install clickhouse-connect==0.8.* clickhouse-sqlalchemy==0.3.* psycopg2-binary==2.9.*
+USER superset
diff --git a/docs/OPERATIONS.md b/docs/OPERATIONS.md
index ac69d8c..7ee8cc6 100644
--- a/docs/OPERATIONS.md
+++ b/docs/OPERATIONS.md
@@ -293,5 +293,13 @@ curl -s -X POST -u admin:admin http://localhost:3000/api/admin/provisioning/aler
     docker volume rm <project>_grafana_lib
     docker compose up -d grafana
     ```
+- В Superset ошибки `DB engine Error` и `Cannot load filter`, а в логах есть `Can't load plugin: sqlalchemy.dialects:clickhouse.connect`:
+  - Причина: некорректный URI диалекта ClickHouse (`clickhouse+connect://...`).
+  - Используйте URI `clickhousedb://...` и пересоберите сервисы Superset:
+    ```bash
+    docker compose build superset superset-init
+    docker compose up -d clickhouse
+    docker compose up -d --force-recreate superset-init superset
+    ```
 - После `docker compose down -v` нужно повторно прогнать: `ddl_init` -> `kafka_load` -> `etl_pipeline`.
 - Для демо по умолчанию использовать малый срез данных; полный прогон делать осознанно.
diff --git a/superset/init_superset.py b/superset/init_superset.py
index e3946cc..679eb8b 100644
--- a/superset/init_superset.py
+++ b/superset/init_superset.py
@@ -54,7 +54,7 @@ def build_clickhouse_uri() -> str:
     host = CLICKHOUSE_HOST
     port = CLICKHOUSE_PORT
     database = quote_plus(CLICKHOUSE_DATABASE)
-    return f"clickhouse+connect://{user}:{password}@{host}:{port}/{database}"
+    return f"clickhousedb://{user}:{password}@{host}:{port}/{database}"
 
 
 def run_superset_cli(args):
@@ -139,7 +139,7 @@ def import_datasets():
     
     # Создаем Python скрипт для выполнения внутри superset shell
     script_lines = [
-        "import clickhouse_connect  # Регистрирует диалект clickhouse+connect",
+        "import clickhouse_connect  # Регистрирует диалект clickhousedb",
         "from superset.extensions import db",
         "from superset.models.core import Database",
         "from superset.connectors.sqla.models import SqlaTable",
@@ -170,7 +170,18 @@ def import_datasets():
                 ").first()"
             ),
             "if existing:",
-            f"    print('Dataset {table_name} already exists')",
+            "    try:",
+            "        if not existing.columns:",
+            "            existing.fetch_metadata()",
+            "            db.session.commit()",
+            f"            print('Refreshed dataset metadata: {table_name}')",
+            "            refreshed += 1",
+            "        else:",
+            f"            print('Dataset {table_name} already exists')",
+            "    except Exception as e:",
+            f"        print(f'ERROR: failed to refresh {table_name}: {{e}}')",
+            "        db.session.rollback()",
+            "        errors += 1",
             "else:",
             "    try:",
             (
@@ -183,8 +194,10 @@ def import_datasets():
                 ")"
             ),
             "        db.session.add(dataset)",
+            "        db.session.flush()",
+            "        dataset.fetch_metadata()",
             "        db.session.commit()",
-            f"        print('Created dataset: {table_name} (metadata will be fetched on first use)')",
+            f"        print('Created dataset: {table_name}')",
             "        imported += 1",
             "    except Exception as e:",
             f"        print(f'ERROR: failed to create {table_name}: {{e}}')",