diff --git a/docker/airflow/requirements.txt b/docker/airflow/requirements.txt
index 5ae4ed5..73175af 100644
--- a/docker/airflow/requirements.txt
+++ b/docker/airflow/requirements.txt
@@ -1,11 +1,9 @@
 -c https://raw.githubusercontent.com/apache/airflow/constraints-2.9.1/constraints-3.11.txt
+apache-airflow-providers-amazon==8.20.0
 apache-airflow-providers-apache-spark==4.7.2
 apache-airflow-providers-slack==8.6.2
-plyvel==1.5.1
-
-# duckdb==0.10.2
-# polars==0.20.26
-# pyspark==3.5.1
-# apache-airflow-providers-slack
-# deltalake
-# delta-spark
+delta-spark==3.2.0
+deltalake==0.17.3
+duckdb==0.10.2
+polars==0.20.31
+pyspark==3.5.1
diff --git a/docker/jupyter/Dockerfile b/docker/jupyter/Dockerfile
index 59ee52a..f7caa05 100644
--- a/docker/jupyter/Dockerfile
+++ b/docker/jupyter/Dockerfile
@@ -15,4 +15,5 @@ COPY ./requirements.txt /tmp/requirements.txt
 
 RUN export DOCKER_BUILDKIT=1
 
-RUN --mount=type=cache,target=/opt/conda/pkgs conda install --quiet --yes --file /tmp/requirements.txt
+RUN conda install -y -c conda-forge mamba
+RUN mamba install -y --file /tmp/requirements.txt
diff --git a/docker/jupyter/requirements.txt b/docker/jupyter/requirements.txt
index 753126d..2b04aea 100644
--- a/docker/jupyter/requirements.txt
+++ b/docker/jupyter/requirements.txt
@@ -1,11 +1,11 @@
-delta-spark==3.0.0
-deltalake==0.17.4
+delta-spark
+deltalake
 # duckdb_engine==0.12.0
-grpcio==1.62.1
-grpcio-status==1.62.1
-jupyterlab==4.1.6
+grpcio
+grpcio-status
+jupyterlab==4.2.2
 kafka-python==2.0.2
 pandas==2.2.2
-polars==0.20.26
-protobuf==4.25.3
+polars==0.20.31
+protobuf
 pyspark==3.5.1
diff --git a/notebooks/spark.ipynb b/notebooks/spark.ipynb
index f69dc0c..599df0d 100644
--- a/notebooks/spark.ipynb
+++ b/notebooks/spark.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "id": "f88878dc",
    "metadata": {},
    "outputs": [],
@@ -20,10 +20,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "id": "c15aad9d",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "24/06/14 18:21:26 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\n",
+      "Setting default log level to \"WARN\".\n",
+      "To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).\n"
+     ]
+    }
+   ],
    "source": [
     "# Add postgres jar\n",
     "spark = (\n",
@@ -46,10 +56,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "id": "4640f260-f0a9-40e9-855c-4ffa7a744dff",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "root\n",
+      " |-- table_catalog: string (nullable = true)\n",
+      " |-- table_schema: string (nullable = true)\n",
+      " |-- table_name: string (nullable = true)\n",
+      " |-- table_type: string (nullable = true)\n",
+      " |-- self_referencing_column_name: string (nullable = true)\n",
+      " |-- reference_generation: string (nullable = true)\n",
+      " |-- user_defined_type_catalog: string (nullable = true)\n",
+      " |-- user_defined_type_schema: string (nullable = true)\n",
+      " |-- user_defined_type_name: string (nullable = true)\n",
+      " |-- is_insertable_into: string (nullable = true)\n",
+      " |-- is_typed: string (nullable = true)\n",
+      " |-- commit_action: string (nullable = true)\n",
+      "\n"
+     ]
+    }
+   ],
    "source": [
     "df = (\n",
     "    spark.read.format(\"jdbc\")\n",