I. Introduction
A. Motivation and Our Contributions
B. The Survey Organization
II. Federated Learning and Big Data: An Overview
A. Federated Learning
B. Big Data
C. Motivations of the Integration
III. Federated Learning for Big Data Services
IV. Federated Learning Enabled Big Data Applications
V. Federated Learning Big Data Projects
VII. Conclusions