Moses was told to get the gold. So the Isaraelites plundered the gold from the Egyptians , before they left Egypt.
Moses
God instructed Moses to go to Pharaoh and demand the release of the Israelites from slavery in Egypt. He was to tell Pharaoh, "Let my people go, so that they may worship me in the wilderness."
Emancipator: because God sent him to Pharaoh to demand the freedom of the Israelites (Exodus ch.3), thus setting the Exodus in motion. Lawgiver: because it was Moses who conveyed God's Torah to the Israelites (Exodus 24:12).
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The Israelites were led out of Egypt by Moses, at God's command (Exodus ch.12).
Moses was a poor speaker whom God chose to lead the Israelites out of Egypt. God sent plagues on Egypt through Moses to convince Pharaoh to release the Israelites. Through God's guidance, Moses led the Israelites to freedom from slavery in Egypt.
God is willing to provide freedom. That is why.
Hebrews should remember the Exodus because God and and Moses helped the Israelites regain their freedom.
The theme throughout the Hebrew Bible is that of the relationship between God and the Israelites, from Genesis through the last of the Hebrew prophets. Even passages that harshly scold the Israelites, or foretell punishments, are part of the theme of God's care for the Israelites, for the reason given in Amos 3:2.
Moses brought the ten commandments to the Israelites, as he climbed down Mt. Sinai. Thus, he gave them knowledge of God's law.
If your question is referring to the first Passover, the Israelites were redeemed from Egyptian slavery by God, and gained their freedom. See also:More about Passover
Yes it was only God that saved the Israelites in the forty years of wandering.