diff --git a/init b/init
index b0fa6e4ea..dd49f85f0 100755
--- a/init
+++ b/init
@@ -111,22 +111,10 @@ if [[ "$setup_libs" == "true" ]]; then
     cd ..
 fi
 
-# setup gql_behave dependencies
-setup_virtualenv tests/gql_behave
-
-# setup stress dependencies
-setup_virtualenv tests/stress
-
-# setup integration/ldap dependencies
-setup_virtualenv tests/integration/ldap
-
 # Setup tests dependencies.
-# cd tests
-# ./setup.sh
-# cd ..
-# TODO(gitbuda): Remove setup_virtualenv, replace it with tests/ve3. Take care
-# of the build order because tests/setup.py builds pymgclient which depends on
-# mgclient which is build after this script by calling make.
+cd tests
+./setup.sh
+cd ..
 
 echo "Done installing dependencies for Memgraph"
 
diff --git a/libs/setup.sh b/libs/setup.sh
index 6a73f65d1..ab98d4929 100755
--- a/libs/setup.sh
+++ b/libs/setup.sh
@@ -122,6 +122,7 @@ declare -A primary_urls=(
   ["protobuf"]="http://$local_cache_host/git/protobuf.git"
   ["pulsar"]="http://$local_cache_host/git/pulsar.git"
   ["librdtsc"]="http://$local_cache_host/git/librdtsc.git"
+  ["gqlalchemy"]="http://$local_cache_host/git/gqlalchemy.git"
 )
 
 # The goal of secondary urls is to have links to the "source of truth" of
@@ -147,6 +148,7 @@ declare -A secondary_urls=(
   ["protobuf"]="https://github.com/protocolbuffers/protobuf.git"
   ["pulsar"]="https://github.com/apache/pulsar.git"
   ["librdtsc"]="https://github.com/gabrieleara/librdtsc.git"
+  ["gqlalchemy"]="http://github.com/memgraph/gqlalchemy.git"
 )
 
 # antlr
@@ -199,7 +201,7 @@ git apply ../rocksdb.patch
 popd
 
 # mgclient
-mgclient_tag="96e95c6845463cbe88948392be58d26da0d5ffd3" # (2022-02-08)
+mgclient_tag="v1.3.0" # (2022-02-08)
 repo_clone_try_double "${primary_urls[mgclient]}" "${secondary_urls[mgclient]}" "mgclient" "$mgclient_tag"
 sed -i 's/\${CMAKE_INSTALL_LIBDIR}/lib/' mgclient/src/CMakeLists.txt
 
@@ -238,3 +240,10 @@ repo_clone_try_double "${primary_urls[librdtsc]}" "${secondary_urls[librdtsc]}"
 pushd librdtsc
 git apply ../librdtsc.patch
 popd
+
+#gqlalchemy
+gqlalchemy_tag="v1.2.0"
+repo_clone_try_double "${primary_urls[gqlalchemy]}" "${secondary_urls[gqlalchemy]}" "gqlalchemy" "$gqlalchemy_tag" true
+pushd gqlalchemy
+git apply ../gqlalchemy.patch
+popd
diff --git a/tests/gql_behave/continuous_integration b/tests/gql_behave/continuous_integration
index 8fb6c2fcb..31f8ad80a 100755
--- a/tests/gql_behave/continuous_integration
+++ b/tests/gql_behave/continuous_integration
@@ -22,7 +22,7 @@ import subprocess
 import tempfile
 import yaml
 
-from gqlalchemy import wait_for_port
+from gqlalchemy import wait_for_port, MemgraphInstanceBinary
 
 
 SCRIPT_DIR = os.path.dirname(os.path.realpath(__file__))
@@ -76,41 +76,6 @@ def generate_result_html(data):
     return ret
 
 
-class MemgraphRunner():
-    def __init__(self, build_directory):
-        self.build_directory = build_directory
-        self.proc_mg = None
-        self.args = []
-
-    def start(self, args=[]):
-        if args == self.args and self.is_running():
-            return
-
-        self.stop()
-        self.args = copy.deepcopy(args)
-
-        self.data_directory = tempfile.TemporaryDirectory()
-        memgraph_binary = os.path.join(self.build_directory, "memgraph")
-        args_mg = [memgraph_binary, "--storage-properties-on-edges",
-                   "--data-directory", self.data_directory.name]
-        self.proc_mg = subprocess.Popen(args_mg + self.args)
-        wait_for_port(port=7687, delay=1)
-        assert self.is_running(), "The Memgraph process died!"
-
-    def is_running(self):
-        if self.proc_mg is None:
-            return False
-        if self.proc_mg.poll() is not None:
-            return False
-        return True
-
-    def stop(self):
-        if not self.is_running():
-            return
-        self.proc_mg.terminate()
-        code = self.proc_mg.wait()
-        assert code == 0, "The Memgraph process exited with non-zero!"
-
 
 def main():
     # Parse args
@@ -130,7 +95,7 @@ def main():
     output_dir = tempfile.TemporaryDirectory()
 
     # Memgraph runner
-    memgraph = MemgraphRunner(args.build_directory)
+    memgraph = MemgraphInstanceBinary(args.build_directory)
 
     @atexit.register
     def cleanup():
diff --git a/tests/setup.sh b/tests/setup.sh
index a74ee6ff9..0893baa9c 100755
--- a/tests/setup.sh
+++ b/tests/setup.sh
@@ -6,12 +6,14 @@ set -Eeuo pipefail
 DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" && pwd )"
 PIP_DEPS=(
    "behave==1.2.6"
+   "gqlalchemy==1.2.0"
    "ldap3==2.6"
    "kafka-python==2.0.2"
    "requests==2.25.1"
    "neo4j-driver==4.1.1"
    "parse==1.18.0"
    "parse-type==0.5.2"
+   "pymgclient=1.2.0"
    "pytest==6.2.3"
    "pyyaml==5.4.1"
    "six==1.15.0"
@@ -46,12 +48,4 @@ for pkg in "${PIP_DEPS[@]}"; do
     pip --timeout 1000 install "$pkg"
 done
 
-# Install mgclient from source becasue of full flexibility.
-pushd "$DIR/../libs/pymgclient" > /dev/null
-export MGCLIENT_INCLUDE_DIR="$DIR/../libs/mgclient/include"
-export MGCLIENT_LIB_DIR="$DIR/../libs/mgclient/lib"
-CFLAGS="-std=c99" python3 setup.py build
-CFLAGS="-std=c99" python3 setup.py install
-popd > /dev/null
-
 deactivate