The Book of Genesis and Book of Exodus describe a period of Hebrew slavery in Egypt, from their settlement in the Land of Goshen until their escape and the journey through the wilderness to Sinai.Based on the internal chronology of the Hebrew Bible, this would correspond roughly to the New Kingdom of Egypt during the Late Bronze Age.
In the Bible, a number of Jews took refuge in Egypt after the destruction of the Kingdom of Judah in 597 BC, and the subsequent assassination of the Jewish governor, Gedaliah (2 Kings 2 Kings 25:22–24, Book of Jeremiah Jeremiah 40:6–8). On hearing of the appointment, the Jewish population fled to Moab, Ammon, Edom and in other countries returned to Judah (Jeremiah 40:11–12). In Egypt, they settled in Migdol, Tahpanhes, Noph, and Pathros (Jeremiah 44:1).
–Wikipedia