I used to work for this company when their name was Peachdirect - located in West Los Angeles, CA. Your complaint is very similar to so many I received during my employment with them. Although you've cancelled your order they have not issued a refund to your account. Please, please contact the attorney general regarding this scam. By law you should not have been charged for any product if the package has not shipped and clearly they've charged you but have not shipped your order.
While I worked there only customers who complained via the attorney general or sent a letter from an actual attorney threatening to sue would receive an immediate resolution either by giving them a full refund or giving them a retention credit/offer so they could continue with the order and keep paying for their item even though it had not shipped.
If they tell you the backlog is with the vendor, they are lying!!! The reason the order hasn't shipped is because Venue has not paid their vendors. They use the money they receive from the bank from current orders to pay old backlogged orders, for people that have been waiting longer than you for their product.
It's a vicious cycle and I can't believe this company is still in business!!! They have screwed over thousands of people and their credit!!! Their website is pretty but they are the most unethical company ever!!!! It's worth the trouble to escalate your issue to the highest authority possible because "A" they won't refund you just like that "B" if your order ships it will ship months later and "C" by then your credit may have a negative item due to non-payment and believe me Venue nor the bank they use will address that negative item on your credit report to correct it or remove it.