diff --git a/business-automation.yaml b/business-automation.yaml
index 1aa5b57..824326a 100644
--- a/business-automation.yaml
+++ b/business-automation.yaml
@@ -6,9 +6,10 @@ tasks:
   - id: working_directory
     type: io.kestra.plugin.core.flow.WorkingDirectory
     tasks:
-      - id: create_table
-        type: io.kestra.plugin.jdbc.sqlite.Query
+      - id: query
+        type: io.kestra.plugin.jdbc.sqlite.Queries
         url: jdbc:sqlite:kestra.db
+        fetchType: STORE
         sql: |
           CREATE TABLE IF NOT EXISTS features (
               id INTEGER PRIMARY KEY,
@@ -18,39 +19,26 @@ tasks:
               edition TEXT NOT NULL
           );
 
-      - id: empty_table
-        type: io.kestra.plugin.jdbc.sqlite.Query
-        url: jdbc:sqlite:kestra.db
-        sql: DELETE FROM features;
+          DELETE FROM features;
 
-      - id: insert_data
-        type: io.kestra.plugin.jdbc.sqlite.Query
-        url: jdbc:sqlite:kestra.db
-        sql: >
           INSERT INTO features (name, description, release_version, edition)
-
           VALUES 
               ('Worker Groups', 'Allows targeting specific tasks or triggers to run on specific remote workers for better scalability and resource management.', '0.10', 'Enterprise'),
               ('Realtime Triggers', 'Supports triggering event-driven workflows in real-time.', '0.17', 'Open-Source'),
               ('Task Runners', 'Provides on-demand remote execution environments for running tasks.', '0.16', 'Open-Source'),
               ('KV Store', 'Adds key-value storage for persisting data across workflow executions.', '0.18', 'Open-Source'),
               ('SCIM Directory Sync', 'Allows synchronization of users and groups from Identity Providers.', '0.18', 'Enterprise');  
-
-      - id: query
-        type: io.kestra.plugin.jdbc.sqlite.Query
-        url: jdbc:sqlite:kestra.db
-        fetchType: STORE
-        sql: |
+              
           SELECT * FROM features
           ORDER BY release_version;
 
       - id: to_csv
         type: io.kestra.plugin.serdes.csv.IonToCsv
-        from: "{{ outputs.query.uri }}"
+        from: "{{ outputs.query.outputs[0].uri }}"
 
       - id: to_excel
         type: io.kestra.plugin.serdes.excel.IonToExcel
-        from: "{{ outputs.query.uri }}"
+        from: "{{ outputs.query.outputs[0].uri }}"
 
 extend:
   title: Getting started with Kestra — a Business Automation workflow example
diff --git a/dwh-and-analytics.yaml b/dwh-and-analytics.yaml
index ac905b6..a659d51 100644
--- a/dwh-and-analytics.yaml
+++ b/dwh-and-analytics.yaml
@@ -39,14 +39,13 @@ tasks:
         taskRunner:
           type: io.kestra.plugin.scripts.runner.docker.Docker
         containerImage: ghcr.io/kestra-io/duckdb:latest
-        script: >
+        script: |
           import duckdb
           import pandas as pd
 
           conn = duckdb.connect(database='dbt.duckdb', read_only=False)
 
-          tables_query = "SELECT table_name FROM information_schema.tables WHERE
-          table_schema = 'main';"
+          tables_query = "SELECT table_name FROM information_schema.tables WHERE table_schema = 'main';"
 
           tables = conn.execute(tables_query).fetchall()
 
diff --git a/infrastructure-automation.yaml b/infrastructure-automation.yaml
index ab79866..5293df6 100644
--- a/infrastructure-automation.yaml
+++ b/infrastructure-automation.yaml
@@ -15,7 +15,7 @@ tasks:
       RUN pip install --no-cache-dir kestra
     tags:
       - "{{ inputs.docker_image }}"
-    push: false
+    push: false # you can change this to true after adding credentials
     credentials:
       registry: https://index.docker.io/v1/
       username: "{{ secret('DOCKERHUB_USERNAME') }}"
@@ -23,7 +23,7 @@ tasks:
 
   - id: run_container
     type: io.kestra.plugin.docker.Run
-    pullPolicy: NEVER
+    pullPolicy: NEVER # to use the local image we've just built
     containerImage: "{{ inputs.docker_image }}"
     commands:
       - pip
@@ -40,7 +40,7 @@ tasks:
     outputFiles:
       - "*.txt"
     inputFiles:
-      main.tf: >
+      main.tf: |
         terraform {
           required_providers {
             http = {