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Operator
Good day, and thank you for standing by. Welcome to the Q1 2021 Steve Madden Limited Earnings Conference call. (Operator Instructions)
I would now like to hand the conference over to your speaker for today, Ms. Danielle McCoy. Please go ahead.
Danielle Marie McCoy - Director of Corporate Development & IR
Thanks, Latana. Good morning, everyone. Thank you for joining our First Quarter 2021 Earnings Call and Webcast. Before we begin, I'd like to remind you that during our call, we may make certain forward-looking statements as defined in the Federal Securities Laws regarding our expectations or predictions about the future. Generally, these statements relate to projections involving anticipated revenues, earnings or other aspects of the company's operating results. Because these statements are based on current assumptions and expectations, they involve known and unknown risks, uncertainties and factors not within the company's control. And as such, our actual performance and results may differ materially from these statements.
Our annual report and other reports filed with the SEC from time to time include detailed discussions of the risk the company faces, and we urge you to refer to these. Specifically, the COVID-19 pandemic has had and is currently having a significant impact on the company's business operations and results. Such forward-looking statements, with respect to the COVID-19 pandemic, include, without limitation, statements with respect to the company's plans in response to this pandemic. At this time, there is still significant uncertainty about the duration and expense of the impact of the COVID-19 pandemic.
Due to the dynamic nature of these circumstances, statements made on this call regarding the company's response to the pandemic could change at any time. Any forward-looking statements represent our judgment as of the time of this call and cannot be relied upon as current after today's date. We disclaim any intent or obligation to publicly update or revise any forward-looking statements, whether as a result of new information, future events or otherwise, except as required under applicable law.
The financial results discussed are on an adjusted basis, unless otherwise noted. A reconciliation to the most directly comparable GAAP financial measure and other associated disclosures are contained in our earnings release.
Joining the call today are Ed Rosenfeld, Chairman and Chief Executive Officer; and Zine Mazouzi, Chief Financial Officer.
With that, I'll turn the call over to Ed. Ed?
Edward R. Rosenfeld - Chairman & CEO
Thanks, Danielle. Good morning, everyone, and thank you for joining us to review Steve Madden's First Quarter 2021 Results.
In light of the continued challenges posed by COVID-19, we were very pleased with our results in the first quarter, which significantly exceeded our expectations for both revenue and earnings. Our business accelerated meaningfully in March, with sharp improvement in revenue trends in our Retail segment and in sell-through performance at our wholesale partners. Undoubtedly, we owe some of this improvement to the impact of the government stimulus as well as the vaccine rollout and easing government restrictions. But we believe the improvement we saw particularly in our flagship Steve Madden brand, exceeded that of the overall fashion footwear category, which we attribute to an outstanding trend right merchandise assortment, much of which we only began delivering later in the quarter due to supply chain delays.
Steve and his design team have created a Steve Madden Women's footwear collection with both a large number of strong selling styles and a couple of home run products that look like they will rank up there with some of the top styles we've had over the years. Highlights include joggers with rhinestones, flat sandals with studs and chunky jewels, styles with braided detailing and more.
We're also very encouraged by what we're seeing in dress shoes, where we have a number of strong performing styles. As consumer interest in dress shoes is coming back, we believe we are capturing a disproportionate share in that category. Overall, our consolidated revenue for the quarter was $361 million, up 1% from the first quarter of 2020. And our diluted EPS was $0.33, a 108% increase from the prior year period.
Our wholesale revenue declined 4% in the quarter, topping our expectation of a high single-digit decline due primarily to an impact from supply chain disruption that, while still significant, was smaller than we anticipated. The port congestion in California eased somewhat in March as the production and export pause in China in February for Chinese New Year resulted in a 2 to 3 week period in March of fewer imports in California that enabled the port to work through some of the backlog, which in turn, enabled us to ship product to our wholesale customers at the end of March that we had anticipated would slip into April. Unfortunately, it looks like that was a temporary reprieve, as imports surged again in April and are expected to rise further in May and beyond, likely meaning port congestion will continue to pose a challenge at least through the end of the second quarter.
Wholesale footwear revenue declined 8% in the quarter. Steve Madden Women's and Kids had relatively better performance as did Dolce Vita and our private label business.
Men's and Anne Klein, which have seen a disproportionate negative impact from COVID-19 were softer than the segment overall. In international markets, Europe was the highlight, with a strong revenue gain compared to the prior year, driven by outstanding performance in digital channels. Canada, on the other hand, was challenging due to the extensive COVID-19 lockdowns and restrictions in the country in the quarter.
In wholesale accessories and apparel, revenue increased 10% compared to the prior year period, driven by strong gains in Steve Madden handbags in both domestic and international markets as well as growth in private label. Looking ahead, while we are encouraged by the dramatically improved sell-throughs our wholesale customers have seen in the last 2 months, we remain cautious on the near-term outlook for the wholesale channel, given the continued impact of COVID-19 on our wholesale customers, conservative open-to-buys, and supply chain disruption.
In our Retail segment, revenue in the first quarter increased 27% compared to the first quarter of 2020, far outstripping our expectations for a mid- single-digit increase due to the significant improvement in performance we saw in March, both online and in-store. When comparing to the pre-COVID-19 first quarter of 2019, Retail revenue increased 7%, demonstrating the strong consumer demand for our brands and our products.
While the revenue trend in our stores improved meaningfully in March, it remained down from 2019, and stores were under significant pressure for the quarter overall when compared to 2019. Our digital commerce business, however, was outstanding, and accelerated further from the strong trends we saw in 2020. E-commerce revenue increased 89% for the quarter compared to the first quarter of 2020, including 112% growth in our Steve Madden e-commerce business.
Looking ahead, while our year-over-year online growth should moderate somewhat due to the much tougher comparisons beginning in Q2, we believe the momentum in our e-commerce business, combined with the strength of our product assortments, will enable us to continue to drive overall Retail segment revenue gains compared to 2019 levels.
I'd now like to touch on a transaction that we completed early in the second quarter. The acquisition of the 49.9% share that we did not already own of our European joint venture which distributes Steve Madden branded footwear and accessories to most countries throughout Europe. We formed the European joint venture nearly 5 years ago, and it has experienced strong double-digit percentage revenue growth each year including a 21% revenue gain in 2020 despite the impact of COVID-19. In 2021, we expect the business will generate approximately $55 million in revenue, over 3/4 of which will come from digital channels, with a mid-teen operating profit margin before allocation of corporate overhead. We are excited about taking full ownership of our brand and operations in this large and strategically important market. And we believe this business can be a significant growth driver for us for years to come.
Overall, we are encouraged by the improving trends we are seeing in the business, the strong consumer demand for our brands and products, our momentum in digital channels and the growth opportunities we see in international markets like Europe.
In the near term, we know we still face challenges due to COVID-19 and that our results in the wholesale channel will continue to be under pressure.
But as we look out further, we are confident that based on the strength of our brands, our business model and our people, we are well positioned to drive long-term sustainable revenue and earnings growth and create value for our stakeholders.
With that, I'll turn it over to Zine to review our first quarter 2021 financial results in more detail and provide our guidance for the second quarter.
Zine Mazouzi - CFO
Thanks, Ed, and good morning, everyone. Our consolidated revenue in the first quarter increased 0.5% to $361 million compared to $ 359.2 million in the first quarter of 2020. Our wholesale revenue declined 3.7% to $291.4 million compared to $302.7 million in the prior year period.
Wholesale footwear revenue decreased 7.8% to $216.8 million, which was due to the impact of COVID-19 and supply chain disruption. Wholesale accessories and apparel revenue increased 10.3% to $74.6 million, driven by double-digit percentage gains in both Steve Madden and private label handbags.
In our Retail segment, revenue increased 27.5% to $67.5 million, driven by outstanding performance in our e-commerce business. Total e-commerce grew 89.2% including 112.4% growth in our Steve Madden e-commerce business and represented 54% of our total Retail segment sales. We ended the quarter with 215 company-operated retail stores, including 66 outlets and 7 e-commerce sites as well as 17 company-operated concessions in international markets. Due to local government orders, 1/3 of our stores were closed for some period during the first quarter.
As of today, approximately 45% of our stores in Canada are closed, but the remainder of our stores are open, although hours of operation remained reduced in over 90% of the stores. Turning to our licensing and first cost segments. Our license and royalty income was $1.5 million in the quarter compared to $2.2 million in last year's first quarter.
First cost commission income was $0.6 million in the first quarter of 2021 compared to $1.2 million in the first quarter of 2020. Consolidated gross margin in the quarter increased 130 basis points to 38.5% compared to 37.2% in the prior year.
Wholesale gross margin declined 20 basis points to 32.3% compared to 32.5% last year, which includes a 10 basis point increase in wholesale footwear and a 10 basis point decrease in wholesale accessories and apparel.
Retail gross margin rose 370 basis points to 63.5% compared to 59.8%, primarily driven by lower promotional activity and a higher penetration of e-commerce sales.
Operating expenses for the quarter decreased 13.2% to $103.5 million compared to $119.3 million in last year's first quarter, which reflects the company's expense control measures. As a percentage of revenue, operating expenses improved to 28.7% in the first quarter of 2021 compared to 33.2% in the prior year period. Operating income for the quarter totaled $35.6 million or 9.9% of revenue compared to last year's first quarter operating income of $14.2 million or 4% of revenue.
Our effective tax rate for the quarter was 21.1% compared to 15.2% in the same period last year. Finally, net income attributable to Steve Madden Limited for the quarter was $26.9 million or $0.33 per diluted share compared to net income of $13 million or $0.16 per diluted share in the first quarter of 2020.
Moving to balance sheet. Our financial foundation remains very strong, and as of March 31, 2021, we had $273 million of cash, cash equivalents and short-term investments and no debt.
Inventory totaled $106.6 million, up 4.2% compared to the prior year figure of $102.3 million. Our CapEx in the quarter was $1.6 million.
During the quarter, we repurchased approximately 154,000 shares for $5.6 million, which includes shares acquired through the net settlement of employee stock awards. There is approximately $135 million remaining on the share repurchase authorization.
The company's Board of Directors approved a quarterly cash dividend of $0.15 per share. The dividend will be payable on June 25, 2021, to stockholders of record as of the close of business on June 15, 2021.
Looking forward, while we are encouraged by the improving demand trends, we remain cautious on the near-term outlook, particularly in the wholesale channel, given our wholesale customers' conservative approach to orders for spring and the supply chain disruption, which is limiting our reorders for the second quarter and our ability to chase into the improved demand. We also faced gross margin headwinds from higher freight costs and the nonrenewal of GSP.
We expect revenue for the second quarter to be in the range of $360 million to $365 million, and we expect diluted EPS to be in the range of $0.26 to $0.28. Given the continued uncertainty related with COVID-19 pandemic, we're not providing full year revenue and earnings guidance at the time.
Now I would like to turn the call over to your operator for questions. Operator?
Operator
(Operator Instructions)
You have a question from the line of Camilo Lyon with BTIG.
Camilo Russi Lyon - MD and Lifestyle Brands & Wellness Analyst
Nice job out of the gate here in Q1. Ed, I was hoping you could just shed a little bit more color on the supply chain commentary that you made and sort of the influences that it had on Q1 and Q2. I was expected having Q2? And any sort of shift that you might be seeing in the business to help us better frame -- separate what's going on from the macro shift supply chain perspective as early and then separating that from the underlying trends, which seems to be pretty robust given the commentary on the sell-through that you're seeing and also what you're seeing in your e-commerce? That's my first question.
Edward R. Rosenfeld - Chairman & CEO
Sure. Yes, the supply chain has had a pretty significant impact on the business in first half year. It was not as bad as we initially feared in Q1, but it was still a significant impact. And I think that we called out approximately -- or an expectation of about $30 million in Q1 on the last call of revenue impact. And I would say it actually ended up being only about half of that. And as we discussed in the formal remarks, there was a little bit of an easing at the port. I think it was in the wake of Chinese New Year and the slowdown in imports from China, they were able to work through some of the backlog, and we were able to ship out a lot more orders at the end of March than we had anticipated, and a lot of stuff that we thought was going to go into April.
So I think the impact was, again, only about half of what we thought in the first quarter, but you're going to see if there was a $15 million impact in Q1, I think you're going to see at least that much in Q2, $15 million, maybe even up to $20 million of supply chain impact. And I think one of the things that's frustrating for us is just because we do have such a strong product assortment and consumer is responding so well to so many of our products, we're not really able to capitalize on that in the way we otherwise would if we didn't have the supply chain disruption. As you know, Q2 is a big reorder quarter for us. And we would be chasing a lot of these products into Q2 and in a way that we're not able to do right now.
We are doing what we can. We're flying a lot of goods, even with the increased air freight rates, certainly in the Steve Madden brand. But nevertheless, the supply chain is certainly having a negative impact on us in both Q1 and Q2.
Camilo Russi Lyon - MD and Lifestyle Brands & Wellness Analyst
That's great color. And then my second question is on the gross margin front. You mentioned flying more goods, I think cost there on air, up 100% and probably similarly on boats. Can you talk about any other puts and takes on the gross margin line and how we should think about that? Is that unfold for the balance of the year? And maybe just one final one. Look, (inaudible) your expectation is to when the supply chain pressures should ease or are expected to ease?
Edward R. Rosenfeld - Chairman & CEO
Okay. Sure. The second part of your question, you were breaking up there, but I think I got the gist of it, which was when do we think that the supply chain will -- pressure will ease, is that correct?
Camilo Russi Lyon - MD and Lifestyle Brands & Wellness Analyst
Yes, that is.
Edward R. Rosenfeld - Chairman & CEO
Okay. Yes. So in terms of gross margin, yes, there's a lot of puts and takes this year. We guided to -- you asked about the year, but maybe I'll talk about Q2 since that's how we provided guidance. I think we do have a couple of pretty significant headwinds. The biggest one is the freight. As you point out, ocean rates are up over 100%. Air freight rates are up close to 200%.
So all in all, that's creating a pretty significant headwind on the freight. I would say that's going to be over 200 basis points pressure from freight in Q2, something like -- I think we estimated about 210 basis points. And then we've got the nonrenewal of GSP which is also still a headwind. We're certainly hopeful that, that gets resolved quickly. But if not, that's another about roughly 60 basis points of headwind in Q2. All that being said, I think that even with those headwinds, I think that our -- we're targeting to have flat gross margins to last year in Q2 on a consolidated basis.
And then in terms of when the supply chain gets better. Look, I think, as I mentioned again in the earlier remarks that while we did have that temporary reprieve. Imports are surging again, into the LA ports. And so I think that we're going to continue to see some pressure here on the supply chain. I think that I saw the LA port director said that he anticipated that the congestion would last, I think, his words were well into the summer or well through the summer. So it's something we're going to have to contend with, I think, is these extended lead times.
Operator
You have a question from the line of Paul Lejuez with Citi.
Paul Lawrence Lejuez - MD and Senior Analyst
Can you talk more about how retailers are planning their second half businesses and how that differs amongst your partners by a channel, maybe. And also curious if you can talk a little bit more about the private label.
How that stand in 1Q '21 versus where you were last year as a percent of the wholesale business? And where do you see that thing is going this year in total, either relative to last year FY '19, however you guys are thinking about it?
Edward R. Rosenfeld - Chairman & CEO
Yes. So I don't have a real update for you on how retailers are planning their businesses for fall. When we talked on the last call, we talked about the fact that our retailers were planning fall down, and it was a pretty wide range. Some were planning it down modestly, some down as much as 15% to 20%. This is all compared to 2019.
And what I'll tell you is, I think all of our retailers are relooking at their fall plans right now, given the improved performance over the last 2 months. And I think, again, we think that the improvement in our trend has even exceeded that of our peers in our category. So I think that we're encouraging them to relook at their plans for us as well. But we really haven't received any firm updates from them. So that's something we'll have to follow-up with you on the next call.
In terms of private label as a percentage of the wholesale business. Look, that was about -- I think in 2019, I think we were running around 31%.
And then last year, it went up to that 35%, is obviously some of those mass merchant customers that are big private label customers for us really remained open throughout the lockdowns and took share. This year, I think you'll see that tick down back to around 1/3 of our wholesale business.
Paul Lawrence Lejuez - MD and Senior Analyst
Got it. Just a follow-up. Anything you're seeing on the import cost side outside of freight that will drive some of your overall cost that you see is higher? And how are you thinking about pricing to reflect that?
Edward R. Rosenfeld - Chairman & CEO
Yes. There is some pressure on materials. And then also, of course, the dollar has weakened a little bit, again, particularly against the Chinese RMB. So I think there's a little bit of pressure there. At this moment, though, it has not been super problematic for us. We haven't seen a significant increase in our overall F.O.B costing from our factories. But it will be something we'll have to continue to watch and to work hard on. We are taking price up selectively, particularly because of the strength of the product and the demand that we're seeing from the consumer right now. So I think you will see a modest increase in AUR from us.
Operator
You have a question from the line of Jay Sole with UBS.
Jay Daniel Sole - Former Executive Director
Great. And I'm just wondering if you could maybe give us a little bit more color on the top line guidance. It sort of implies that on the -- if we look at the 1Q result on the top line versus '19, it was down about 13%, but the 2Q guidance looks like it's going to be down about 19%, 20%, somewhere in that range. Is it more like the wholesale business where you see like deceleration? Or is it just having enough inventory to supply the retail channel. Can you just give us a little bit of color on where you see the change in from 1Q to 2Q within the segments?
Edward R. Rosenfeld - Chairman & CEO
Yes. Yes, it's a good question. So it really is -- the deceleration really is coming from the wholesale business, and I'll explain that. But the Retail segment, we feel good about the trend there. And we -- as I mentioned, we think we can continue to see nice improvement over 2019. In fact, I think we can be up double digits in Q2 on a percentage basis compared to '19 in the Retail segment.
So the wholesale business, I think there's a couple of things if you're looking back at Q2 of '19 that we should point out related to our private label business. The first is that, back in 2019, that's when Payless went bankrupt and announced they were liquidating. And one of our private label customers saw that as a market share opportunity, and actually temporarily expanded the space on the floor devoted to footwear. They actually put up pallets outside of the -- around the ring of the shoe floor. And brought in a lot of products in the categories where Payless had historical strength.
And so we shipped in about $25 million for that program in Q2 of 2019 that we are not anniversarying this year. So that's the biggest piece. And then on the private label -- that's in footwear. On the private label accessories side, one of our big private label customers they are bringing in their -- taking delivery of their back-to-school sets in July this year, and those came in June of 2019. So that's another $7 million or so.
So just think about the $32 million headwind from those 2 factors in our private label business. And that's about a 700 basis point impact on the consolidated revenue. So I think that really explains the deceleration that you're looking at.
Jay Daniel Sole - Former Executive Director
Got it. And then maybe just one more on the European JV acquisition. Can you just give us a little update on why now, why it strategically made sense today? And sort of what you see the potential for that business going forward? I mean, you say you think it can be a significant growth driver.
Edward R. Rosenfeld - Chairman & CEO
Yes. Look, that's been just a really great story for us since we started the JV. It's been really strong and steady growth. And we really felt the business had just reached a place of a scale. Where it made sense. And we thought, really, we've just proven that the brand really resonates in the market and that we have a big opportunity there, and we need to step on the gas, and we thought we could do that best, with full ownership of our business in the region. But as we pointed out, this is a business, unlike the rest of our business, this business was up 21% in 2020 despite COVID. And so I think that really demonstrates the momentum that we have in the market. And also, it's a reflection of our digital-first positioning there. As I mentioned, the business will be over 3 quarters in digital channels this year.
And it's just got really strong momentum. Again, it was up 21% last year, it will be up more than that this year. And so I thought really now was the -- we thought now was the time to take it in-house fully.
Operator
You have a question from the line of Janine Stichter with Jefferies.
Janine M. Stichter - Equity Analyst
I was hoping you could talk a little bit about the fashion trends you're seeing. I think you mentioned seeing some improved trends in the dressy category. On the last call, you had said it was kind of -- you're seeing some green shoots, but was still kind of a small percentage of the business, a limited number of styles that were trending well. Maybe elaborate just on what you're seeing now? Is it a bigger percentage of the business? How should we think about that trending going forward? And then how do you manage the mix of fashion versus more casual styles, we still kind of try to figure out where the consumer is positioned?
Edward R. Rosenfeld - Chairman & CEO
Yes. Dress shoes have really come on, and we're seeing some real strong performance in that category. We've got these strappy dress sandals that are performing very well. We've got some pumps that are doing well, though we don't have enough of them. But that's a category that we feel, I would say, considerably better about than even when we spoke to you last time, and in terms of penetration, it's approaching 2019 levels for us now.
No, I don't think that's true for the market overall. I do -- I really think we're taking share in that category and capturing a disproportionate share of consumer dollars in this category. But I think we're a destination for these kind of products. And I think we've executed really well in the product that we're delivering.
And frankly, I think some of the other brands in the market deemphasized this category, and it's given us an opportunity. So that's a category we feel good about. But there's a lot of other things really working for us, too. I called out, doing very well in fashion sneakers.
Our flat sandals with embellishment and ornamentation are phenomenal. So we've got a lot of products working, a lot of different trends reflected in these products. So whether it's ornamentation or braided detailing, crafting, there's a whole bunch of things that were utilizing on the product and that the customers responding to.
Janine M. Stichter - Equity Analyst
Great. And then just a follow-up on pricing. I think you talked about potentially seeing AUR increases as you try to offset some of the import cost headwinds. Is that on like-for-like price? Is there anything going on with mix that would offset those price increases?
Edward R. Rosenfeld - Chairman & CEO
No, I don't see anything in mix that would offset it. And yes, there will be some AUR increases on like-for-like products.
Operator
You have a question from the line of Susan Anderson with B. Riley.
Susan Kay Anderson - Analyst
Nice to see the improvement in the quarter. I was wondering if maybe you could give a little bit of color on just the cadence of revenue in the quarter. I'm assuming you saw maybe a pickup in March. And then I'm curious if that's carried into April, it looks like you're guiding second quarter to be at similar growth levels as first quarter. Is most of that the port issue holding back inventory? Or is part of it still consumers kind of holding back on their more fashionable footwear purchases.
Edward R. Rosenfeld - Chairman & CEO
Yes. We did see revenue trends improve throughout the quarter as March was better, considerably better than January and February, both in our actual sales in our Retail segment as well as in our sell-through at wholesale. And we've seen that improve -- continue into April. I think that in terms of the Q2 revenue guide, I think we've discussed some of the headwinds there. We talked about the headwinds in private label, and obviously, supply chain. But absent that, yes, we do see the trends continuing.
Susan Kay Anderson - Analyst
Great. And then just on the gross margin in the first quarter, I think retail was up, which I think was e-commerce and lower promotion, wholesale slightly down. I guess, is there any difference in promotions in the wholesale channel? Or what other different dynamics are going on there that drove that down? And should we expect that difference also for the second quarter?
Edward R. Rosenfeld - Chairman & CEO
Yes. So again, lots of puts and takes on the gross margin. If you look at the wholesale, keep in mind, while you did have a tailwind because 1 year ago, we had inventory reserves that we took when -- at the onset of COVID. But that was really offset by some headwinds this year, which were namely freight and GSP, the nonrenewal of GSP.
And then on top of that, you had some mix shifts, which were negative. So in both footwear and accessories, both wholesale footwear and wholesale accessories in apparel, private label made up a larger percentage of the mix this year compared to last year, which is a mix negative. And then even between the segments with wholesale accessories and apparel being up and wholesale footwear being down, that's a mix negative as well.
So I think that, that's sort of how we got to the overall wholesale down 20 bps.
Susan Kay Anderson - Analyst
Got it. Okay. That's helpful. If I could just add one more on Europe. With the outperformance there, it sounds like given the channel it mainly operates and that's obviously helping. But are you also seeing any differences in what consumers are buying in Europe? Is it more fashion? Or is it very similar to what you're seeing domestically?
Edward R. Rosenfeld - Chairman & CEO
Generally speaking, what's working in Europe is very similar to what's working here. We've been doing very well with fashion sneakers in Europe, but that's -- we're also doing -- fashion sneakers are also strong for us here in the U.S.
Operator
We have a question from the line of Laura Champine with Loop Capital.
Laura Allyson Champine - Director of Research
Thanks for all the granularity about what's going on with the wholesale business in Q2. But I did want to talk about why you've cited COVID-19 as an additional demand risk in Q2 because we're just hearing about a significant bounce back in demand for footwear and apparel and increased mall traffic. So it's just a little counter to what we've been hearing on the ground. So why is COVID-19 still a call out for risk for Q2 demand?
Edward R. Rosenfeld - Chairman & CEO
I think what we were -- I don't know that we're talking about consumer demand so much as the overall environment is still impacted by COVID-19. Our wholesale customers placed orders dramatically down for spring of 2021 because of COVID-19 and the impact that they were seeing in their business.
And again, while the demand has picked up and the sell-throughs have picked up, we haven't been able to chase into that demand fully because of supply chain disruption, which is also a result of COVID-19, ultimately. And so it's still impacting the overall business in a significant way. I mean -- and as we know, store traffic is still down significantly from pre-pandemic levels. Yes, it's coming back. But I don't -- I think it's hard to make the argument that there's no -- the Q2 of 2021, looks the same way it would if there had been no pandemic.
Laura Allyson Champine - Director of Research
Yes. Got it. Would you characterize the reorders because I know initial order patterns were weaker at department stores, et cetera. Have the reorders met your expectations in Q2?
Edward R. Rosenfeld - Chairman & CEO
Yes. The demand for reorders has been good. Look, because of supply chain disruption, we haven't been able to capitalize on all that potential reorder business that we otherwise would have.
Laura Allyson Champine - Director of Research
Totally got it. But can you quantify the supply chain impact in terms of sales for Q2?
Edward R. Rosenfeld - Chairman & CEO
Well, as I said earlier, I mean it's very tough because now you're getting into very hypotheticals. Like if we had delivered the initials on time, how much would we have been able to get in reorders and et cetera. But again, if we think that, overall, we're estimating $15 million for Q1, I think it's that much or a little bit more for Q2.
Operator
A question from the line of Erinn Murphy with Piper Sandler.
Erinn Elisabeth Murphy - MD & Senior Research Analyst
I wanted to follow-up, Ed, on the fashion conversation. There's been on the apparel side, a lot of talk of a change of silhouette and denim.
And then clearly, when we've seen that in the past, it's reshaped the footwear option. So I guess my question for you is does dressy, which seems like that's rebounded well. Does that continue to work in that so with the silhouette change? Or is there kind of an opportunity for sneakers to kind of continue to accelerate? Just curious on what you're seeing in terms of the next 3 to 6 months in terms of the complement of the silhouette?
Edward R. Rosenfeld - Chairman & CEO
Yes. Look, I think there's a lot of different categories that we can play in with the new silhouette in denim or and bottoms. And so I think overall, it's a good thing. We always like a change in silhouette because it just drives new footwear purchases. But I don't see it resulting in a significant shift in our category by category mix linked with that.
Erinn Elisabeth Murphy - MD & Senior Research Analyst
Got it. Okay. And then maybe a little bit on the accessory business. That was definitely a standout this quarter. And I think it grew maybe 4% versus 2019. So do you expect that rate of change versus '19 to continue in the accessory business and here in the second quarter and then throughout the year? And then what are you seeing in price in the category? Because a lot of your kind of higher peers in terms of accessible luxury or luxury have been taking price and seeing that stick?
Edward R. Rosenfeld - Chairman & CEO
Yes. So we do feel good about what we're seeing in that wholesale accessories and apparel business. And I think our Steve Madden handbag business is really as strong as it's ever been. And we also had a strong performance in private label there. I will caution folks that I think there was also a little bit of a benefit of some timing shifts in the quarter that helps that segment.
Interestingly, the supply chain for that particular segment may have actually even helped us in the first quarter because accessories was, in particular, where we were able to pull forward a lot of that stuff that we thought was going to go out into April into March. So we didn't really lose much at the back end of the quarter. And in fact, at the beginning of the quarter, there had been some products that had slipped from December into January because of supply chain disruption.
So they may have even been a beneficiary just in that quarter of the supply chain disruption. And then going into Q2, I talked about how some of those products that -- in private label that are going to move out the back-to-school sets from June to July. So you will see that slow down considerably. But nevertheless, overall, I think the -- if we forget about the quarter-to-quarter shifts, the trend there is quite good. In terms of price, taking a little bit of price, but not a lot. I think we still want to make sure we're really driving a lot of value in these products.
Erinn Elisabeth Murphy - MD & Senior Research Analyst
Perfect. And then just last question, if I may. On the GSP, I know it hasn't been renewed, and I think you called it out as a 60 basis point headwind just for the second quarter. If it gets renewed, do you take a true-up of kind of the headwind that it's been year-to-date? Or how does that work just from an accounting perspective, assuming it does get approved at some point in the near term?
Edward R. Rosenfeld - Chairman & CEO
Yes. We would be -- for instance, if it were to be approved in Q2, we would be able to reverse the expense that we booked in Q1.
Operator
You have a question from the line of Dana Telsey with Telsey Group.
Dana Lauren Telsey - CEO & Chief Research Officer
Nice to see the progress, Ed. As you think about on the supply chain, we talk about, obviously, the port congestion here in the U.S. on the West Coast. What about from Asia and China? Is there any headwinds there to note in terms of getting goods out from over there? And then I have a follow-up.
Edward R. Rosenfeld - Chairman & CEO
Yes. I think we have seen that piece of it get a little bit better. Obviously, the shortage of containers was a big challenge, and we're starting to see that lessen a little bit or get better, I should say.
Dana Lauren Telsey - CEO & Chief Research Officer
Got it. And then digital has been an area of strength. Any callouts on digital and what's driving the margins higher? Where could margins go on digital? And how is the cost of digital marketing and the benefits that you're seeing?
Edward R. Rosenfeld - Chairman & CEO
Yes. I appreciate the question because that's something we're just really excited about what we're seeing in our owned and operated e-commerce business. It's been on a very strong trend. And then in Q1, as I said earlier, really even accelerated further. And our Steve Madden global e-com business owned and operated was up 112% over the prior year. And the team is just doing a great job.
I think that we've really -- we continue to get more efficient and effective with our digital marketing strategies and seeing really strong return on ad spend in our performance marketing channels, and the team is doing a great job of driving that. And also really exciting work on the influencer front.
And I think the team is really -- we've got great products, but they've done a great job of taking great items and making them huge by pouring gasoline on the fire with effective marketing, and that's pretty exciting. Also some enhancements in terms of what we're doing, enhanced product pages, enhanced collection pages that are driving improved conversion on the site.
So a lot of good things happening there. And to your question about margins, the good news is that we're driving all these sales at full price. So we've really had essentially a full price posture throughout. And that's enabling us to drive really strong gross margins, but it also gives you room to invest more in digital marketing, which then further drives sales. So it's a nice flywheel there.
And in terms of the overall sort of contribution margins, I think we disclosed on the last call that our company-operated e-comm was in the high teens for 2020. And I think we're on pace to do even a little better than that this year.
Dana Lauren Telsey - CEO & Chief Research Officer
And then just on the Retail footprint, any updates on your thought on the Retail footprint, number of stores, openings or closings? And is that with outperforming the full line?
Edward R. Rosenfeld - Chairman & CEO
Yes. So in terms of the overall number of bricks-and-mortar stores, I don't think you'll see it change too much. We're going to close a few doors, might open a couple in international markets. So you may see the store count go down by a couple of stores this year, but basically no significant change in 2021. In terms of outlets versus full price, yes, outlet has been slightly better than full price in terms of comp trends.
Operator
You have a question from the line of Sam Poser with Williams Trading.
Samuel Marc Poser - Senior Research Analyst
I have a couple of things. Have you changed -- has anything happened in your wholesale business from a distribution, who you're selling, how much you're selling to folks outside of their own caution? Have you made any decisions or are you dealing with retailers that may have just shuttered or just decided to pull all the way back?
Edward R. Rosenfeld - Chairman & CEO
No, I don't think there's anything to call out there.
Samuel Marc Poser - Senior Research Analyst
And then we've been talking about the accessories business. Can we talk about the apparel business within accessories and sort of what's going on with that? I mean, you had a little hiccup, but I see a lot of it on your web pages now. You're showing it and you're selling your own product into BB Dakota.
Can you talk about what's happening there, the margins of that business and sort of the longer-term outlook for that business?
Edward R. Rosenfeld - Chairman & CEO
Yes. We feel really good about what we're seeing in the BB Dakota Steve Madden business. I would say, in terms of products, it's really all about dresses right now. We're doing very well in the dress category, that category has come back, and I think we're really outperforming there and doing very well in the wholesale channel and on stevemadden.com. We've recently essentially ported over the BB Dakota website onto stevemadden.com.
So that's why you're seeing a lot more of that product on our website, and we're getting good reaction from the consumer. And we're just pretty -- we're excited about what we're seeing there. We're also learning a lot more about what the Steve Madden customer really responds to. And which parts of the BB Dakota line we should emphasize and lean into going forward. So I'm very optimistic about this business.
Samuel Marc Poser - Senior Research Analyst
And then lastly, in regard to the direct to -- your own direct-to-consumer business, I mean, so you're saying that you think that business can grow, just confirming, you think that can grow double digits versus '19 in Q2? Is that correct? I believe you said that to a previous question.
Edward R. Rosenfeld - Chairman & CEO
Yes.
Samuel Marc Poser - Senior Research Analyst
And then -- and the trends are showing that thus far in the quarter, I gather as well?
Edward R. Rosenfeld - Chairman & CEO
Yes.
Samuel Marc Poser - Senior Research Analyst
And then to the marketing, to your digital marketing and all of that, if you look at the evolution of that marketing and where it can go, to what degree versus sort of more traditional marketing, do you get sort of the instant gratification, the instant response and see how it works? And how is that moving along? And where are you with the CRM or on your CRM, however, you want to approach that?
Edward R. Rosenfeld - Chairman & CEO
Yes. So in terms of digital market, I think that's one of the things we love about it is it's how measurable it is and how quickly we can and see what's working, and we can, of course, correct if something is not working or lean into something that is working.
And so now with digital making up the majority of our marketing spend, we're really -- that's something we're managing on a daily or hourly basis.
In terms of CRM activities, it's -- I think that's sort of a work in progress for us. One thing that we're not doing right now, which we are -- which we need to do, is really tracking customers across our various channels.
So we obviously know a lot about what our customers are doing, what our e-commerce customers are doing, but we need to really have a better unified database, so we can see them, what they're doing in stores and online and utilize that information to drive repeat purchases.
Operator
There are no additional questions in queue at this time.
Edward R. Rosenfeld - Chairman & CEO
Okay. Great. Well, thanks, everybody, for joining us. Have a great day, and we look forward to speaking with you on the next call.
Zine Mazouzi - CFO
Thank you.
Operator
Ladies and gentlemen, this does today's conference call. You may now disconnect.