diff --git a/pandarallel/__init__.py b/pandarallel/__init__.py
index 6c63758..57819d6 100644
--- a/pandarallel/__init__.py
+++ b/pandarallel/__init__.py
@@ -1,3 +1,3 @@
-__version__ = '1.3.2'
+__version__ = '1.3.3'
 
 from .pandarallel import pandarallel
diff --git a/pandarallel/plasma_store.py b/pandarallel/plasma_store.py
index 0aecd45..07e0569 100644
--- a/pandarallel/plasma_store.py
+++ b/pandarallel/plasma_store.py
@@ -11,7 +11,14 @@ def start_plasma_store(plasma_store_memory, verbose=True):
     tmpdir = tempfile.mkdtemp(prefix=PREFIX_TEMPFILE)
 
     plasma_store_name = os.path.join(tmpdir, "plasma_sock")
-    plasma_store_executable = os.path.join(PLASMA_DIR, "plasma_store_server")
+
+    # Pyarrow version > 0.14
+    plasma_store_executable = os.path.join(PLASMA_DIR, "plasma-store-server")
+
+    if not os.path.exists(plasma_store_executable):
+        # Pyarrow version <= 0.14
+        plasma_store_executable = os.path.join(PLASMA_DIR,
+                                               "plasma_store_server")
 
     command = [plasma_store_executable,
                "-s", plasma_store_name,
diff --git a/pandarallel/utils.py b/pandarallel/utils.py
index 59043f1..7974d91 100644
--- a/pandarallel/utils.py
+++ b/pandarallel/utils.py
@@ -7,7 +7,12 @@
 
 import itertools as _itertools
 
-from pyarrow.lib import PlasmaStoreFull as _PlasmaStoreFull
+try:
+    # Pyarrow version > 0.14
+    from pyarrow.plasma import PlasmaStoreFull as _PlasmaStoreFull
+except ImportError:
+    # Pyarrow version <= 0.14
+    from pyarrow.lib import PlasmaStoreFull as _PlasmaStoreFull
 
 MINIMUM_TERMINAL_WIDTH = 72
 
diff --git a/setup.py b/setup.py
index f718e45..b8366d2 100644
--- a/setup.py
+++ b/setup.py
@@ -8,13 +8,13 @@
 
 setup(
     name='pandarallel',
-    version='1.3.2',
+    version='1.3.3',
     python_requires='>=3.5',
     packages=find_packages(),
     author='Manu NALEPA',
     author_email='nalepae@gmail.com',
     description='An easy to use library to speed up computation (by parallelizing on multi CPUs) with pandas.',
-    long_description='See https://github.com/nalepae/pandarallel/tree/v1.3.2 for complete user guide.',
+    long_description='See https://github.com/nalepae/pandarallel/tree/v1.3.3 for complete user guide.',
     url='https://github.com/nalepae/pandarallel',
     install_requires=install_requires,
     license='BSD',