The region of Eastern Ghouta is home to an estimated 400,000 people living under government siege and facing escalating bombardment in recent weeks.
"Dozens of air strikes hit several areas in Eastern Ghouta, killing 23 civilians including four children," said Rami Abdel Rahman, head of the Britain-based Syrian Observatory for Human Rights monitor.
The deadliest raids hit a market in the town of Beit Sawa, killing nine civilians including two children.
Another six civilians, including a young girl, were killed in bombardment on the town of Hazzeh.
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An AFP correspondent in Eastern Ghouta could hear warplanes above, circling around the town every few minutes.
Eastern Ghouta is supposed to be one of four de- escalation zones agreed last year, but violence has ramped up there in recent weeks.
This month alone, chlorine is suspected of having been used on two occasions in munitions launched by the regime on Eastern Ghouta, causing respiratory problems among civilians.
On Friday, Syrian regime bombardment killed at least 11 civilians.
Syria's war has killed more than 340,000 people and displaced millions since it began in March 2011 with the brutal repression of anti-government protests.