diff --git a/misp-db/Dockerfile b/misp-db/Dockerfile
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index 0000000..7ce456d
--- /dev/null
+++ b/misp-db/Dockerfile
@@ -0,0 +1,10 @@
+#
+# Dockerfile to customize the MISP MySQL container
+#
+
+FROM mysql/mysql-server:5.7
+MAINTAINER Xavier Mertens <xavier@rootshell.be>
+
+ARG MYSQL_MISP_PASSWORD
+COPY init-misp-db.sql /docker-entrypoint-initdb.d/
+RUN sed -i "s/XXXXXXXX/$MYSQL_MISP_PASSWORD/" /docker-entrypoint-initdb.d/init-misp-db.sql
diff --git a/misp-db/init-misp-db.sql b/misp-db/init-misp-db.sql
new file mode 100644
index 0000000..40ae357
--- /dev/null
+++ b/misp-db/init-misp-db.sql
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+CREATE DATABASE misp;
+CREATE USER 'misp' IDENTIFIED BY 'XXXXXXXX';
+GRANT ALL ON misp.* TO 'misp'@'%';
+FLUSH PRIVILEGES;