Lam Research - Q4 2023
July 26, 2023
Transcript
Operator (participant)
Good day, everyone, and welcome to the Lam Research Corporation's June 2023 quarterly financial conference call. All participants will be in a listen-only mode. Should you need assistance, please signal a conference specialist by pressing the star key, followed by zero. After today's presentation, there will be an opportunity to ask questions. To ask a question, you may press star and then one. To withdraw your questions, you may press star and two. Please also note today's event is being recorded. At this time, I'd like to turn the floor over to Tina Correia. Ma'am, please go ahead.
Tina Correia (VP of Investor Relations)
Thank you, and good afternoon, everyone. Welcome to the Lam Research Quarterly Earnings Conference Call. With me today are Tim Archer, President and Chief Executive Officer, and Doug Bettinger, Executive Vice President and Chief Financial Officer. During today's call, we will share our overview on the business environment, and we'll review our financial results for the June 2023 quarter and our outlook for the September 2023 quarter. The press release detailing our financial results was distributed a little after 1:00 P.M. Pacific Time this afternoon. The release can also be found on the investor relations section of the company's website, along with the presentation slides that accompany today's call. Today's presentation and Q&A include forward-looking statements that are subject to risks and uncertainties reflected in the risk factors disclosed in our SEC public filings.
Please see accompanying slides in the presentation for additional information. Today's discussion of our financial results will be presented on a non GAAP financial basis, unless otherwise specified. A detailed reconciliation between GAAP and non GAAP results can be found in the accompanying slides in the presentation. This call is scheduled to last until 3:00 P.M. Pacific Time. A replay of this call will be made available later this afternoon on our website. With that, I'll hand the call over to Tim.
Tim Archer (CEO)
Thank you, Tina, and welcome to everyone joining the call today. Lam posted strong results for the June quarter, with gross margin, operating margin, and earnings per share well above the guided ranges. CSBG, at 47% of revenues in the quarter, continues to stand out as a key area of strength and stability for Lam in an otherwise weak wait for fabrication equipment spending environment. Operationally, we achieved significant improvement in on-time delivery and critical backorder performance in the quarter, and now see these metrics back at normalized pre-pandemic levels. Our focus on the resiliency of our global manufacturing and supply chain network is delivering greater predictability in the short term, but more importantly, positions us to scale more efficiently when WFE growth inevitably resumes.
Looking near term, we see WFE spending in 2023 tracking to the mid-$70 billion range, with the upside coming from domestic China-related spending, as well as strong growth in High Bandwidth Memory, or HBM, related demand. By device segments, we expect overall memory WFE to be down in the mid 40% range compared to last year, and non-memory segments to be down approximately 10%. We continue to see second half 2023 WFE tracking higher than first half. While 2023 is a down year for WFE, the long-term growth dynamics for the semiconductor industry are strong. Emerging growth drivers, such as generative AI, are only in their initial stages of adoption and will be fundamental to driving increased investment in both memory and founder logic fabs over the next several years.
Advanced AI servers have significantly higher leading-edge logic, memory, and storage content versus traditional servers, and every incremental 1% penetration of AI servers and data centers is expected to drive $1 billion-$1.5 billion of additional WFE investment. This creates tremendous opportunity for Lam, as greater etch and deposition intensity is needed to enable higher performance and more scalable device architectures. To ensure we are best positioned to win long term, we have been making significant investments to broaden our product portfolio for processing at the atomic scale. Lam is the established leader in 3D NAND, and we are well-positioned to benefit from the move underway to 3D in other device segments. Gate-all-around, 3D DRAM, and advanced packaging are important 3D inflections that are expected to drive strong SAM and share growth for Lam.
Advanced packaging is becoming vital to the performance, power, and cost roadmaps of high-performance applications, including generative AI. Customers are increasingly adopting a wide variety of packaging schemes to enable logic and memory integration. Some of these schemes enable up to 50% improved memory density, 10 times improvement in bandwidth, and 60% gain in power efficiency. Lam has a track record of excellence in the advanced packaging segment, with a strong set of manufacturing-proven products. Overall, we have greater than 50% market share in deposition and etch solutions required for advanced 3D stacking of high-bandwidth memory.
More specifically, our SABRE 3D copper electroplating tool and Syndion etch system hold 100% market share across all leading memory customers for through-silicon via formation as a result of our long-established expertise in etching and filling high aspect ratio geometry structures. Overall, we expect our packaging SAM to double in the next 5 years. We also see our market position strengthening as we bring technology and productivity innovation to address emerging opportunities. For example, in the June quarter, we had a critical win for a new inter-die gapfill application at a key foundry logic customer for their chiplet architecture. As this latest win ramps into production, we will have secured a leading share position for this application across the top 3 foundry logic customers. We won this application for a couple of reasons.
First, we delivered higher productivity relative to the competition by leveraging our unique triple quad platform architecture and Multi-Station Sequential Deposition chamber design. This enables film deposition of greater than 20 microns in a single pass, allowing the customer to run more wafers between chamber cleaning steps. Second, we delivered superior on-wafer performance, including better film stress management, improved dffectivityectivity, and enhanced wafer-to-wafer uniformity versus the competition. As we expand our position in newer, high-growth markets like 3D packaging and specialty technologies, we have looked to leverage existing R&D and tools within the Lam portfolio to broaden our product offerings most efficiently. In a recent example, our long-established TEOS etch platform has proven to be highly suited to applications which are critical to enabling new die-wafer hybrid bonding schemes.
By delivering better etch profile than the competition, we secured a key win in the June quarter at a leading foundry logic customer. We are currently the tool of record for a suite of etches and resist strip steps at this customer, and expect to start recognizing revenue for the new application in 2023. As this customer continues to shrink packaging dimensions with future hybrid bonding iterations, we have the opportunity to double our revenue with them over the next several years. In another instance, Lam has been working with customers within the specialty segment to port key 300 millimeter etch solutions, including atomic layer etch, to 200 millimeter to overcome challenges in the manufacturing of gallium nitride devices. Adoption of GaN technology is accelerating across multiple applications, ranging from high-efficiency charging devices for consumer electronics and automotive, to 5G RF infrastructure.
However, the fabrication of such devices is complex and requires ultra-low damage etch processes with atomic scale precision. With our suite of solutions, we can deliver a GaN etch process that improves surface roughness and other material properties that impact device performance. These solutions were developed as a result of Lam's deep understanding of the required technology, as well as key partnerships with customers and research institutions. Longer term, we look to outperform in the $1 trillion semiconductor industry forecasted for the end of the decade. At Lam, we are executing a strategy to create competitive differentiation by focusing on what we see as three key vectors of rising complexity. First, is the technical complexity associated with enabling the transition to 3D device and packaging architectures across all market segments. Second, is the support and workforce complexity arising from the expanding geographic footprint as regionalization efforts build momentum.
Third, is the sustainability complexity, as we responsibly manage the carbon impact of the semiconductor industry as the output grows to $1 trillion. This quarter, we detailed one component of our strategy in a press release for our Semiverse Solutions portfolio of advanced simulation and modeling products. These products are designed to help engineers get to process solutions faster, develop new products at lower cost, and collaborate across the global ecosystem with greater effectiveness. We believe that by combining the physical advantages of Lam's diverse global R&D and manufacturing footprint, with the virtual development and digital twin capabilities of our Semiverse Solutions, we will be in an excellent position to innovate and outperform as our industry grows into the future. With that, I will turn it over to Doug. Thank you.
Doug Bettinger (EVP and CFO)
Excellent. Thank you, Tim. Good afternoon, everyone, thank you for joining our call today during what I know is a very busy earnings season. We executed well in the June 2023 quarter, with revenue coming in above the midpoint of our guided range and our profitability metrics exceeding the high end of guidance. While we continue to work through a challenging WFE investment year, most notably with very low memory spending, our focus on improving our operational efficiencies is showing up favorably in our results. We're laser-focused on what's in our direct control and executing well. Let me dig into revenue. June quarter revenue came in at $3.2 billion, a decrease from the prior quarter, as we expected. Systems revenue declined quarter-over-quarter as we had reduced levels of deferred revenue with the improvement in supply chain constraints.
We closed the June quarter with $1.8 billion in deferred revenue on the balance sheet, which was a decrease of $165 million sequentially. We've got all the deferred revenue related to outstanding backorder parts completely back to normal levels. As we discussed last quarter, though, our deferred revenue balance is currently still at higher than historic levels. The deferred revenue balance includes increased customer cash and advance deposits tied to orders from newer customers. We expect a significant portion of these deposits to convert to revenue during the second half of calendar year 2023. Let me now turn to the revenue segment details.
Memory as a percentage of systems revenue in the June quarter was low at 27%, which was a decline from the prior quarter level of 32%. Our lowest concentration percentage for this segment in the last decade. The DRAM segment within memory remained flat at 9% of systems revenue. NAND came down to 18% of systems revenue, down from the March quarter level of 23%. We continue to expect NAND spending to remain at low levels for the remainder of the 2023 calendar year. I just mentioned, NAND spending is at the lowest levels we've seen since the advent of the 3D NAND architecture. Consistent with the prior quarter, we see strong concentration of systems revenue in the foundry segment, with the June quarter revenue percentage at 47 versus 46% that we saw in the March quarter.
Investments were biased towards leading-edge devices. There also continues to be robust spending to support more mature specialty nodes. We had a record level of concentration in the logic and other segment, with 26% of systems revenue in the June quarter compared with 22% in the prior quarter. There was broad-based spending in areas such as advanced packaging, microprocessors, analog, image sensors, and power applications. These are areas where we've demonstrated strong momentum with our technology solutions, and I just point out that they are broadly distributed geographically. With respect to the regional composition of our total revenue, the China region was 26% of the total, which was up a little bit from the prior quarter, which was 22%. China domestic customers were the majority of the China regional revenue in the June quarter.
There was also strong concentration of investments by our customers in the Korea and Taiwan region, which comprised 24% and 20% of our total revenues, respectively, in the June quarter. The U.S. region declined from the record level that we saw last quarter, largely due to the timing of customer projects. The customers part business group revenue in the June quarter totaled approximately $1.5 billion, which was a decrease of 7% from the prior quarter level and 8% lower than the June quarter in calendar 2022. CSPG represented 47% of our June quarter revenue. This is a historically high concentration percentage, driven largely by continued strength in the specialty node investments, which are serviced by our Reliant Systems business. Our Reliant and Spares businesses continue to represent the largest individual portions of CSPG revenues.
Both our spares and service businesses have been negatively impacted by low fab utilization levels, particularly at our memory customers. On the profitability side of things, our June quarter gross margin came in at 45.7%, above our guided range and up from 44% that we saw in the March quarter. The quarter-over-quarter increase was related to cost and efficiency improvements, as well as a favorable product mix. We continue to expect to make further progress on our operational execution as we go forward. Operating expenses for June came in at $590 million, which was down from the $608 million in the March quarter, although it was a little bit higher than our original estimate coming into the quarter.
Investing in research and development continues to be a top priority for Lam, with over two-thirds of our operating expense concentrated in R&D. We're focused on extending our product differentiation and ensuring that our competitiveness remains very strong. The June quarter operating margin came in at 27.3%, which was over the guidance range, largely because of our strong gross margin performance. The non-GAAP tax rate for the quarter came in low at 7.5%, due to a more favorable jurisdictional mix of income and provision true-ups that occurred at the end of our fiscal year. We estimate the tax rate for the remainder of the 2023 calendar year will be in the low-to-mid-teens level. As always, this rate will have some fluctuation quarter to quarter.
Other income and expense for the June quarter was approximately $7 million in expense, consistent with the prior quarter amount and primarily related to our strong cash balances as well as higher interest rates. I just point out, from a return on cash standpoint, we're now realizing higher interest rates on our cash balances than we're paying on the longer-term duration debt in our capital structure. As we've discussed in the past, Our Licensing is subject to market-related fluctuations that will cause some level of quarterly volatility. Our capital return activities, we allocated approximately $906 million to open market share buyback, and we paid $232 million in dividends in the June quarter. We have three and a half billion dollars remaining on our board-authorized share buyback plan.
For the June quarter, we returned 109% of free cash flow. We're very much in line with our long-term capital return plans of returning 75%-100% of free cash flow. June quarter diluted earnings per share came in at $5.98 over the high end of our guidance range. This was enabled from stronger revenue, improved gross margin, and that lower tax rate. Diluted share count was 134 million shares, on track with our expectations and down from the March quarter. Let me now skip it to the balance sheet. Cash and short-term investments, including restricted cash, totaled $5.6 billion, which was flat with the March quarter. Day sales outstanding were 80 days in the June quarter.
June quarter inventory turns came down from the prior quarter level of 1.9 times to 1.5 times. While we did bring inventory down slightly during the June quarter, the balance is elevated from historic levels. As business volumes reduce, we need to cancel a significant volume of purchase orders with our suppliers. As we work through these cancellations, we're taking more inventory than we need in the near term. This ongoing process will keep inventory higher than we'd like this year, frankly. We do expect inventory to come down, though, albeit more slowly than we may have historically been able to drive it to. Non-cash expenses for the June quarter included approximately $68 million in equity compensation, $76 million in depreciation, and $14 million for amortization.
CapEx were $79 million, which was down from the March quarter by approximately $41 million. Spending mainly centered on product development activities and our global lab infrastructure. We ended the June quarter with approximately 17,400 regular full-time employees, which was a decrease of approximately 1,300 people from the prior quarter. Most of this decrease is related to the restructuring actions we took earlier in the calendar year, with the timing of the headcount reduction showing up in the June quarter. We're on track with our transformation initiatives to improve our operations, and as we stand at the end of the quarter, we incurred approximately $143 million year-to-date, out of an anticipated $250 million estimated range for calendar year 2023.
Let me now turn to our non-GAAP guidance for the September 2023 quarter. We're expecting revenue of $3.4 billion, ±$300 million. Gross margin of 46.5%, ±1 percentage point. This improvement in gross margin is a function of our operational efforts, as well as a beneficial mix. Operating margins of 28%, ±1 percentage point. We're purposefully spending a little more on R&D in the second half of 2023. Finally, earnings per share of $6.05, ±$0.75, based on a declining share count of approximately 133 million shares. Let me summarize. The results this quarter demonstrate, I think that we're on a solid path to strengthen our operations and our profitability profile.
We're improving and optimizing all elements of the company and solidifying Lam's business foundation to ensure we're well positioned for outperformance when WFE growth resumes. I just reiterate what Tim said, we continue to see WFE a little bit second-half weighted this year. Operating with that concludes my prepared remarks. Tim and I would now like to open up the call for questions.
Operator (participant)
Ladies and gentlemen, at this time, we'll begin the question-and-answer session. To ask a question, you may press star and 1 using a touch tone telephone. If you are using a speakerphone, we do ask you please pick up the handset prior to pressing the keys to ensure the best sound quality. If you would like to withdraw your question, you may press star and 2. Once again, that is star and then 1 to join the question queue. Our first question today comes from Harlan Sur from JP Morgan. Please go ahead with your question.
Harlan Sur (Managing Director and Senior Equity Research Analyst)
Hi, good afternoon, and congratulations on the solid execution. As we progress through this weaker period for the industry, right, the activity level can be quite noisy, but there will come a period of stabilization of fundamentals and business trends, right? Fundamentals being the things that you can track, like your customers' utilization and business-wise, the level of pushouts, reschedules, and cancellations. I guess with that, has the team, you know, seen utilizations starting to stabilize, albeit at low levels? Has the rate magnitude of shipment pushouts, rescheduling also come down to more normalized levels?
Doug Bettinger (EVP and CFO)
Yeah. Thanks, Harlan. you know, I think that, you know, it probably varies by market segment. Clearly, we've heard some of our customers, even just recently, talking about more utilization cuts within certain device segments. Clearly, I would say it's slowing down as the majority of the cuts that were made in the first half of the year are kind of taking effect.
Tim Archer (CEO)
I do feel like, and I made a comment about, in some ways, normalizing our operations is allowing the business to be a little more predictable. I think the same thing is happening on the end markets and customer side as well, where people are getting a sense of how the cuts that have already been made and how the CapEx reductions that have already been made are starting to flow through. I do feel like we're in that position, and just as we, at this point, ticked a little bit up on WFE from our prior guidance of low to mid 70's to mid 70's, you know, you're starting to see a little strength in certain parts of the market, HBM being one of them, and as also we mentioned, some of the domestic China spending.
I would feel like things are getting to the point where people are able to predict their business a little bit better than, say, six months ago.
Doug Bettinger (EVP and CFO)
Harlan, this is Doug. Maybe the only thing I would add to what Tim said is, we haven't really seen utilizations getting any better, quite frankly. You'll remember on the call last quarter, we talked about, you'll see that from us in our spares and service components of CSPG.
Tim Archer (CEO)
Yes.
Doug Bettinger (EVP and CFO)
As we sit here today, you're not seeing that at this point. It's at a fairly low level, and we really don't see it getting any better in the near term.
Tim Archer (CEO)
The only other thing that, you know, we have said that when you think about especially utilization improvements in the memory space, we would anticipate Lam being the first to sort of benefit from utilization turning back on, just given our exposure in that space and the impact that it's had on our spares and service business through the first half of this year.
Harlan Sur (Managing Director and Senior Equity Research Analyst)
I appreciate that. I also appreciate you guys highlighting the advanced packaging opportunity. I think it's quite timely, right? You guys called out the slightly better memory WFE trends due to strong HBM, DRAM demand. You guys benefit both in your core memory silicon tools and now your advanced packaging portfolio, as you outlined, right? Just given the overall sort of recent and strong demand pull for accelerated compute and AI capabilities, I mean, this is driving advanced packaging demand across CPU, GPU, networking, memory, right? Your customers are capacity constrained here. Do you guys anticipate your advanced packaging segment to grow this year, and can you just give us some sense on how big this segment is for Lam?
Tim Archer (CEO)
Yeah. I don't think we haven't exactly sized this business externally, but we. It is growing, and as said, in certain areas, especially as I highlighted, things like etch for TSVs, copper plating for filling of those TSVs, pretty much anything related to the building that advanced packaging structure through etch and deposition. It is a strong area of our business right now, especially given the relative weakness that's seen in the other parts of the market.
Harlan Sur (Managing Director and Senior Equity Research Analyst)
Thank you.
Doug Bettinger (EVP and CFO)
Thanks, Harlan.
Operator (participant)
Our next question comes from C.J. Muse, from Evercore. Please go ahead with your question.
C.J. Muse (Senior Managing Director)
Good afternoon. Thanks for taking the question. I guess first question, Doug, you know, last quarter, you talked about expectations for 100 basis points improvement, at least, exiting the year. You've clearly blown that away. Curious, you know, how much of that in the guide for September is, you know, due to mix, versus kind of greater efficiencies that you've garnered? What, you know, is kind of the new exit rate that we should be thinking about, for calendar 2023?
Doug Bettinger (EVP and CFO)
Yeah, C.J., actually, I think, if you talk to leadership team at Lam, we're all pretty pleased at where we've been able to drive the operational efficiency in the company, it's gone quicker, I think, than I expected. Certainly, we're obviously beyond that 100 basis point improvement. Having said that, though, I would point to, we do have a component of the September numbers that are mix related. I'm not gonna, like, quantify it precisely for you, we're doing real well operationally. I'm not quite ready to guide December for you yet, except I'd say I think we're pretty pleased where we're at, and we're well beyond that 100 basis point improvement that we talked about, I think, on that January call, if I recall, the first time we started talking about it.
C.J. Muse (Senior Managing Director)
Great. Thank you. I guess the second question relates to CSPG. You know, how are you thinking about sustainability of Reliant? Then, you know, as you kind of contemplate the timing of, you know, utilization picking up from memory, you know, how do you see kind of the handoff maybe from one part of the business to the other, and how we should be modeling CSPG into September and beyond?
Tim Archer (CEO)
Yeah. I think that, as you pointed out, I mean, obviously there's a Reliant component that's right now is quite strong. I talked about the specialty technologies. I mean, we're seeing still quite strong demand for our products across all of those different segments. Utilization driving spares and service to much lower levels than we've historically seen. You know, I think as people, you know, talk and worry about roll-off in the specialty technologies, maybe that does come at the time that the utilization picks up in the leading edge in the memory fabs. Actually, at this point, I would say we haven't yet seen demand for those trailing edge technologies to really be rolling over. I mean, demand is still quite strong for us.
We're focused on new applications, new tool types, and, it's just not something that we're ready to forecast yet. Again, as we've said, nothing grows forever, but with the broadening, it feels pretty good to us right now.
C.J. Muse (Senior Managing Director)
We should be modeling CSPG up in September?
Doug Bettinger (EVP and CFO)
... C.J., I guided you to $3.4 billion in revenue. You can do whatever you'd like to do with the competition. You've got the total number.
C.J. Muse (Senior Managing Director)
Yeah. Thank you, Doug and Tim. Appreciate it.
Tim Archer (CEO)
Yeah.
Doug Bettinger (EVP and CFO)
Thanks, CJ.
Operator (participant)
Our next question comes from Krish Sankar from TD Cowen. Please go ahead with your question.
Krish Sankar (Managing Director and Senior Research Analyst)
Yeah. Hi, thanks for taking my question. I have 2 questions. First one, maybe for Tim or Doug. Kind of curious, you know, at SEMICON last or 2 weeks ago, Tokyo Electron spoke about a Cryogenic Etch product. I remember you had spoken about it a couple of years ago. I'm kind of curious how to think about your high aspect ratio, etch market share. My understanding was a lot of it was, like, geared towards 3D NAND, and obviously, NAND spending is at very low levels. I'm kind of curious, A, number 1, how to think about your high aspect ratio, market share, and the Cryogenic Etch product, et cetera, in that realm. I had a follow-up.
Tim Archer (CEO)
Okay, great. Well, thanks, Christian. I'll take it first. You know, I think that relative to NAND, as you pointed out, I mean, spending is at very low levels, down more than, probably more than 75% year-on-year right now. To this point of Cryogenic Etch, I mean, I guess I would just say that, you know, at this point, Lam is the only company with Cryogenic Etch in high volume production. It's an area where we do have strength. I mean, hundreds of chambers of experience right now. You know, we're the leader in high aspect ratio etch. I know that at the recent conference, competition's been out talking about a DTOR position for one pass at a memory customer for a future node.
I think as probably everybody on this call knows, customers regularly engage more than 1 vendor when you're in the R&D stage for all these critical applications. You know, in this case, production decisions are still quite a ways off. You know, I look at Lam and our competitiveness. I mean, we take all of that experience that we have from years of leading in this space. We've developed a robust technology roadmap. We're engaged with the customer on a variety of different hardware and process innovations. I think most importantly, when I think about our long-term competitiveness, we are still the only vendor that has this huge installed base from which every day we're getting learning about how to take processes from the R&D stage into high volume production.
That's ultimately what really counts for affecting market share. You know, we've said in the past, we don't win every decision, certainly not always at the DTOR stage, but I think given where we are and where we've come from, we're very confident about maintaining leadership and market share in this space.
Krish Sankar (Managing Director and Senior Research Analyst)
Got it. Got it. Very helpful, Tim. Just to follow up on the advanced packaging, I understand you did mention, you know, the packaging time could double, and you spoke about the Syndion for 3D etch with Trabel, 3D for metal depth. If I remember, when I went back, looked at my notes, in 2015, you said it'd be like a $200 million to $3 million opportunity. I think last year, you folks updated what in 2020, where you said the Syndion and Trabel had actually doubled since then. I'm kind of curious.
Tim Archer (CEO)
Mm-hmm.
Krish Sankar (Managing Director and Senior Research Analyst)
I understand a lot of it goes to HBM and all these things. From that whole, you know, realm of advanced packaging, how to think about like, you know, the opportunity from here and also for AI, my understanding is, you know, some of your ALD for High-K Metal Gate for DRAM can also be used. If I put it all together, is there a way to quantify where your Syndion Trabel revenue numbers are today? How to think about it, and also how to think about ALD for High-K Metal Gate? Thank you.
Tim Archer (CEO)
Yeah, it's. Well, you threw out a couple of numbers. You know, we used to talk about a $200 million opportunity doubling from there, puts it in the hundreds. I mean, it's growing from that point. I mean, it's becoming a sizable business for us. We just haven't quantified specifically for those two products. I think what you can take away is we talked about our market share position. You know, we know. I think everybody knows HBM and 3D chip stacking. Those products also play into other elements of advanced packaging. It's a very fast-growing part of our business, you know, without giving you our forecast for those markets, I think you can apply what you think about how chip stacking and 3D packaging is building momentum.
You know, we have 100% market share. I think, just, we're very happy to see what's transpiring in that part of the market.
Doug Bettinger (EVP and CFO)
Yeah, Krish, maybe I would just add, you know, I don't know how long back we quantified it as a few hundred million dollars, not billions of dollars, just to kind of frame it for you. It is the, a very fast-growing component of the business, as Tim pointed out. Maybe that's a good way to think about it. It's something when you listen to everybody talk and everybody's very excited about high-bandwidth memory and its enablement of AI, we're right in the middle of all of that stuff from a packaging standpoint.
Tim Archer (CEO)
Krish, what I would say is, in this environment, it's those are the tool sets that people are actually pulling for, in terms of accelerated deliveries. I think that gives you some sense of demand in that market.
Krish Sankar (Managing Director and Senior Research Analyst)
Got it.
Doug Bettinger (EVP and CFO)
Sure.
Krish Sankar (Managing Director and Senior Research Analyst)
Thanks a lot, Doug. Thanks, Tim.
Operator (participant)
Our next question comes from Timothy Arcuri from UBS. Please go with your question.
Timothy Arcuri (Managing Director)
Thanks a lot. Tim, there's been a, you know, a lot of debate that I hear on NAND WFE, and obviously, you have the highest share of, you know, all the major vendors. You used to give this model that suggested $14 billion-$15 billion per year to drive sort of mid-30% bit growth, and there was some sensitivity around it. You know, since then, you know, a lot of the producers have been basically downticking on long-term, you know, NAND bit growth. Micron is now saying low 20s. If you, if you kind of use that old model, you get to something like $11 billion-$12 billion per year to drive low 20s bit growth.
I know you've talked about, you know, more steps, and so that number's gone up, but that's just optically, it's not a ton higher than the $9 billion or so that we're spending this year. I keep on getting a, you know, a ton of debate in terms of just how much NAND WFE is going to come back. I'm not asking you for a new model, but can you sort of, like, handicap what's changed, you know, vis-à-vis that old model in a, in a market where bit growth seems to be lower going forward than it was back then? Thanks.
Tim Archer (CEO)
e probably is equal debate about what long-term bit growth is in the NAND space with some of the new applications coming out. But I certainly am not going to get crossways with our customers in terms of their forecasts versus ours. I mean, again, it's a market where we have such strong position that ultimately we look to satisfy the technology roadmaps and the volume requirements of our customers, and that's kind of where we are. So right now, we know this year, NAND is extremely low. And without giving you our number, I mean, I would say even if it gets back to something close to that model, it's a lot higher spending than where we are today
I think what's happened, too, is for Lam specifically, is not only, you know, have we taken, I mean, what might be different from that model of how much we capture of that, SAM, is the complexity of doing multi-tier stacking has increased our opportunity through a whole bunch of other steps that we've talked about in the past, in terms of backside depth for stress management and gap fill, you know, ALD gap fills for plug fill, carbon sacrificial plug fills, lots of different types of applications. I think even an environment where you didn't do a lot better than that model, Lam would do a lot better, and we do a whole lot better than where we are today, in such a low NAND spending environment.
I think we will get, Tim, a new model out once we see a better view of the end demand picture, but that's the best I can do for you right now.
Timothy Arcuri (Managing Director)
Thanks, Tim. Doug, I guess just as a follow-up, how does your inventory situation play out? I imagine that it's still kind of a drag on gross margin, and you said it's going to come down, you said, pretty slowly as you kind of get to the back half of the year. Can you quantify how much of a drag it is as you still have pretty high costs, I would imagine, on these parts? When do you think it gets back to some sort of normalized level, and it's not a, you know, headwind anymore to margin, thanks.
Doug Bettinger (EVP and CFO)
Yeah, Tim, I don't really think we're right now as a drag on gross margin, honestly. It'll prevent improvement in gross margin as we have to consume some of the inventory sitting there, right? To the extent that we're negotiating costs of some of the stuff down, the stuff that we have is already on the balance sheet, right? You got to consume that first. That's the right way to think about it. I don't really think of it as a drag in the near term. Tim, it will come down, although what I tried to say in my script was, it's going to come down a little bit more slowly than perhaps you've seen us be able to drive it to in the past.
We canceled a lot of purchase orders, a lot of material, that as part of negotiating through that, you end up taking perhaps a little bit more than you need in the near term. We'll consume it over time, but it's just going to create a little bit of a delay in the reduction of inventory than you've seen us be able to do in the past. It's going to be a little bit sticky, I think, Tim, through the year. I think it'll it will come down through the year, but I think it's going to be a little bit sticky. You'll see it improve as we get into next year.
Timothy Arcuri (Managing Director)
Thanks, Doug.
Doug Bettinger (EVP and CFO)
Yeah, thanks, Tim.
Operator (participant)
Our next question comes from Brian Chin from Stifel. Please go ahead with your question.
Brian Chin (Director and Senior Equity Analyst)
Hi there. Good afternoon, and thanks for letting us ask a few questions. Maybe just to backtrack on the increase to WFE this year, of the, let's call it $2 billion-$3 billion increase, is that mainly situated in second half? How should we think about, I guess, timing between calendar 3Q and 4Q, and I guess how much of that upside is HBM-oriented?
Doug Bettinger (EVP and CFO)
Yeah, Brian, I guess what I'd say is it is a little bit second half-weighted, and the things we pointed to in our scripts were a little bit of upside in China domestic, and a little bit of high bandwidth memory. I don't think we're going to put a quantification between the third quarter and the fourth quarter of the calendar year, except to just say it's a little bit second half-weighted.
Brian Chin (Director and Senior Equity Analyst)
Okay, fair enough. Maybe for my follow-up, you know, clearly there's a lot of focus on high bandwidth DRAM. Tim, I was wondering, could you interject maybe your thoughts on the role of SSD, the role of SSD and flash storage might play in generative AI? I'm sure that's factored into sort of that 1% penetration for AI servers and kind of that $1 billion-$1.5 billion WFE investment.
Tim Archer (CEO)
It is, and I think that was, even in my answer to the last question was, I think there's still a lot of debate as to how much, you know, storage really gets driven in this, but we, you know, we're a believer that there is, you know, some element of demand, driven there. You know, I think that when we think about DRAM, there's a couple of things at play in terms of what drives it. One is, of course, the HBM also increases die size, I think, as you know, and, you know, that leads perhaps to even greater WFE increase associated both with the silicon side of that as well as the packaging side. I'm not sure that same dynamic exists on the NAND side, but in terms of bit consumption, it feels like there should be some.
You know, again, I'm willing to sort of let this play out a little further to see what the new model should be. You know, we talk closely with our customers to see what they're seeing in the marketplace as well.
Doug Bettinger (EVP and CFO)
Yeah, Brian, this is Doug. I don't know if this helps, but when I look at, like, the composition of some of these AI servers, nominally, there's roughly 8 times the DRAM versus an enterprise-class server and 3 times the NAND from a storage standpoint. I don't know if that'll help you get your head wrapped around it, but DRAM is clearly a little bit more enabling on the compute side, but the storage picks up also.
Tim Archer (CEO)
Yep.
Brian Chin (Director and Senior Equity Analyst)
Okay, got it. Probably, scale out of these language models probably also could increase that storage potential over time. Thanks for your inputs. Appreciate that.
Doug Bettinger (EVP and CFO)
Thanks, Brian.
Tim Archer (CEO)
Thank you, Brian.
Operator (participant)
Our next question comes from Toshiya Hari from Goldman Sachs. Please go ahead with your question.
Toshiya Hari (Managing Director and Senior Equity Research Analyst)
Hi, guys. Thanks for taking the question. Tim or Doug, just on China, I was hoping you guys could give a little more color in terms of, you know, what you're seeing on the ground. Doug, I think you said China was 26% of revenue, and a big chunk of that was domestic. You know, what's sort of the makeup by application, you know, foundry, memory, and other? I guess importantly, how should we think about sustainability going forward? It's really hard to, you know, tell from our standpoint, just given, you know, the spend is so strategic, right? It's not necessarily tied directly to near-term economics, so it's hard for us.
In, you know, in terms of what you're hearing from customers, what is the feedback and how much visibility are they giving you going forward?
Tim Archer (CEO)
Yeah, I think that, you know, it's split. I mean, obviously, on the domestic China side, between some memory investments as well as a lot of specialty technologies, trailing edge, you know, focus on, you know, end markets. I think we're all familiar with automotive and industrial and those types of markets. As you mentioned, it's strategic. I mean, these are customers that are giving us long-term forecasts. Doug talked last quarter about deferred revenues are impacted by some of the down payments.
At least within the visibility horizon that we need, we feel we have a pretty good view of a fair bit of investment that this continues in China, especially in those specialty technology markets where new fabs are emerging to try to capture some element of those trailing edge end markets.
Toshiya Hari (Managing Director and Senior Equity Research Analyst)
That's helpful. Thank you. As a follow-up, maybe one for Doug on gross margin. You talked about operational efforts and initiatives, you know, a couple of times. You know, what exactly are you doing today? You know, I know there's no ending to things like this, but which ending are you in in terms of reaping some of the benefits? You used to talk about Malaysia as a headwind a year ago, a year and a half ago. Where are you with the ramp there, and how should we think about the tailwind as volumes recover going forward? Thanks.
Doug Bettinger (EVP and CFO)
Yeah, I think, Toshiya, the way to think about it is, you know, business is down. Right now, we're not really growing anywhere. I think as we see growth come back, whenever that is, the pivot to that Malaysia factory, which has an opportunity to do more than it's doing today, will be largely what you see from us. Now, maybe to help with the restructuring activities, we embarked on plans to kind of restructure the cost footprint of the company. Maybe the best way to think about it, I've given you a forecast of we think we're gonna take charges of $250 million.
At this point, we've taken 143 at the end of the last quarter. We still have some things we're working on. Although I would tell you the workforce portion of it is complete. We're done with that aspect of it. That's behind us, we believe. There's just some other things we're doing around looking at product, repositioning inventory, maybe a little bit of infrastructure stuff. We're embarked upon what will be a multi-year digital transformation initiative at the company, which will deliver efficiencies over the next several years. There's a handful of things that are still coming in the future, I guess, is what I would describe.
Toshiya Hari (Managing Director and Senior Equity Research Analyst)
Appreciate the color. Thank you.
Doug Bettinger (EVP and CFO)
Thanks, Toshiya.
Operator (participant)
Our next question comes from Atif Malik from Citi. Please go ahead with your question.
Atif Malik (Managing Director)
Hi, thank you for taking my questions. I have two questions on leading-edge investments. I thought you gave an interesting data point that 1% AI server adoption leads to $1 billion-$1.5 billion incremental WFE. When I listened to the major foundry in Taiwan, they talked about 50% AI semis growth rate in the next few years. They're not really raising CapEx this year, and we believe AI server adoption is probably, like, high single digit, 8%, 9%. What explains the discrepancy in terms of not seeing a lift in leading-edge investments from the higher server adoption? Maybe it's just on underutilization in other end markets.
Doug Bettinger (EVP and CFO)
I guess the way I think about it, Atif, is these are longer-term statements we're making. I think you're right about the composition of AI servers. In the short term, you're not really gonna see a meaningful uptick in WFE, frankly. This is gonna occur over the next several years. as more of... And you're right, I think, server volumes largely. I don't know, mid to, I'd call it mid-single digit, says per 10% of total servers. I think that grows over time. In the short term, it doesn't really show up as quickly as you might think. It requires sort of capital investments to occur for future demand, that doesn't really happen in a meaningful way in the short term.
Atif Malik (Managing Director)
Got it, Doug. Then as a follow-up, you guys are very well leveraged to Gate-all-around, particularly on the edge side, and we have been waiting for this technology inflection for the last three years. Your peer in Europe is talking about pilot line orders in December quarter this year, and Tim spoke about having better visibility versus six months ago. My, my question to you is: when do you see the Gate-all-around opportunity, kind of, grow meaningful for you? Is it the first half of next year or second half of next year?
Tim Archer (CEO)
I think it starts, you know, in line with the timeline that you just talked about, and it's through the first half and second half of next year. I mean, these things tend to ramp, and I think we are at the point where Gate-all-around is going to become more meaningful. We'll see that in growth in, you know, some of the traditional products that are sort of lumped in with everything else, but then there's our specialized products that we've talked about, like Selective Etch. That suite of tools, that's very specialized for applications like Gate-all-around. We'll see faster growth in those segments, I think, as we move, you know, through 2024 and on into 2025. Yeah, maybe we're at that key inflection point.
How that overcomes, you know, the rest of the market dynamics in 2024, we're not ready to guide 2024 yet, but some of those technology trends are starting to move in our favor.
Atif Malik (Managing Director)
Thank you.
Doug Bettinger (EVP and CFO)
Thanks, Atif.
Operator (participant)
Our next question comes from Joseph Moore from Morgan Stanley. Please go ahead with your question.
Joseph Moore (Managing Director)
Great, thank you. I wanted to follow up on the China question. I guess, how are you seeing the impact of last year's export controls? Is that, you know, your China business has obviously done pretty well since then, given the headwinds. You know, have there been the restrictions been what you thought they would be? Is there anything that's different? Then there continue to be rumblings of additional controls. You know, do you have any visibility into what that could look like?
Tim Archer (CEO)
Yeah, Joe, you know, we had talked towards the end of last year, right around the October 7th announcement, that the impact to our business this year would be $2 billion-$2.5 billion. We clarified earlier this year that, because we were able to make some shipments for trailing edge memory that we weren't sure whether we could, that impact was going to be closer to the $2 billion mark. That is still what we estimate the impact of last year's restrictions, the October 7th restrictions, on our business, $2 billion of revenue.
In the same time, as China has shifted its focus towards the areas they can invest, these trailing edge, foundry logic, and some of the trailing edge memory, you know, we've seen that upticking a bit as we've moved through this year, and that's what we just spoke about. I can't really speak to, you know, future regulations, you know, what may or may not be contemplated. We have a team in Washington, D.C., that's regularly engaged with the government, making sure they understand our business and the details of the semiconductor industry, and that's about the best we can do right now.
Joseph Moore (Managing Director)
Great. Thank you very much.
Tim Archer (CEO)
Yep.
Doug Bettinger (EVP and CFO)
Thanks, Joe.
Operator (participant)
Our next question comes from Vivek Arya from Bank of America. Please go ahead with your question.
Vivek Arya (Managing Director)
Thanks for taking my question. Tim, I'm curious, what should be the signs we should look for when memory utilization starts to pick up and when orders to you guys start to improve? You know, so if you look at historical trends, should we be waiting for, like, 1 quarter of pricing improvement, 2 quarters of pricing improvement? Just what are kind of the external metrics we should be keeping an eye on to try and predict when memory WFE should start to pick up?
Tim Archer (CEO)
Okay, yeah, a little bit difficult, I guess, just from the standpoint that, you know, obviously, pricing improvement in memory would tend to start to get customers interested in greater utilization of the fab. I think I was going to answer relative to what you'd see in Lam. Obviously, you know, once we start reporting an uptick in our CSBG spares and service businesses, obviously it's an indicator that fabs are starting to be utilized more, and therefore consuming spares and service.
It's why I mentioned a little earlier that we are, you know, expecting to be really one of the first beneficiaries of a recovery in memory. So much of the You know, there've been such deep utilization cuts in the memory fabs that the spares and service side of our business has been impacted to a greater degree than we would have expected. When they turn those back on, that revenue should come back, and that'll probably be your first indications from Lam's reported numbers of what's going on.
Vivek Arya (Managing Director)
I guess that was really the origin of the question, because from what I heard on the call, I think you were suggesting there is a scenario in which CSBG revenues do start to pick up sequentially in the next quarter. You mentioned that the visibility around memory utilization, right, is not there from an industry perspective. Is there still a delta between the two?
Doug Bettinger (EVP and CFO)
Vivek, we did not suggest CSBG is picking up in the next quarter. That was not a statement anybody on the call made. If we said something that led you to that conclusion, maybe we misspoke, or perhaps you misinterpreted something else we said.
Vivek Arya (Managing Director)
Okay, sorry, maybe I misheard. Maybe for my second question, Doug, the gross margin upside in Q3, right, it was quite sizable. I don't remember the last time you had such a strong gross margin upside. I think you mentioned something along the lines of mix. Is that mix unsustainable? Like, is that likely to reverse, right, at some point? What is the right way to think about the sustainability of gross margins at these levels? If you, let say, if you assume that, you know, your sales continue to grow sequentially, then can gross margins, you know, continue to be at plus minus these levels? Or is there something that could dramatically change in the mix to change the trajectory of gross margins?
Doug Bettinger (EVP and CFO)
Vivek, I don't know that there's anything that I'd point to that is dramatic. I suggested two things. One, our operational efforts in terms of just efficiencies and whatnot is maybe a little further ahead of where I thought it would have been. I did point to favorable mix in the current quarter. You always see mix up and down, both products as well as customer mix. We're benefiting a little bit in the September quarter. I don't know if you'll see that same magnitude of mix benefit in December. The operational stuff, you will. I wouldn't run too far away from where we are right now into the near term anyway.
I would tell you, I'm very pleased with what we've been able to execute and the things that are in our own control, we've done extremely well with.
Vivek Arya (Managing Director)
Thank you.
Doug Bettinger (EVP and CFO)
Yeah, thank you.
Operator (participant)
Our next question comes from Stacy Rasgon from Bernstein Research. Please go ahead with your question.
Stacy Rasgon (Senior Analyst)
Hi, guys. Thanks for taking my questions. For my first one, you talked about, the bulk of the China $1.8 billion in deferred selling through in the second half. How much of that $1.8 billion actually is coming from China, and how much of that do you actually see yourself recognizing in the second half? Is it more in Q3, Q4? Do you have any idea of the timing of that?
Doug Bettinger (EVP and CFO)
Stacy, I've never said how much of it is China. I've described it as newer customers, right? Customers that are new, that we're not exactly sure of the creditworthiness. We require cash in advance before we build the tools. I haven't put a number on how much of it is China, although a decent amount of it is. What I've said on how much that turns to revenue is I've said the majority of it turns to revenue in the second half of the year.
Stacy Rasgon (Senior Analyst)
So like you have $1.8 billion of revenue that will be recognized in the second half from that deferred? Like, what would be the normal amount that you recognize? I'm just trying to get a feeling of the delta.
Doug Bettinger (EVP and CFO)
No, Stacy, there's a normalized level of deferred revenue that's always here, always has been here, and you should expect to always be here.
Stacy Rasgon (Senior Analyst)
Uh-huh.
Doug Bettinger (EVP and CFO)
it's probably $750 million to $1 billion on a regular basis, I think, is what you've seen from us in the past. I wouldn't expect it to be too different than that. We've just got a lot of this cash in advance payments right now. That's why it's elevated.
Stacy Rasgon (Senior Analyst)
Got it. Thank you. For my second question: You're talking memory WFE down in the mid-40s. Can you give us a feeling for how you see DRAM versus NAND breaking out in that, and whether or not your views on both of those have changed over the last 90 days versus, like, where we were a quarter ago?
Tim Archer (CEO)
Well, we've said that NAND is obviously by far worse. We said about 70, down about 75% year-on-year. Obviously, that one, that one's quite bad. I mean, DRAM then obviously less than down mid-40s. I think that in terms of change, you know, we've seen a little bit of improvement, as we've just talked about with HBM and, you know, some signs of, you know, at least a little bit more optimism on our part that the DRAM would be the first to recover as a result of some of these trends. Again, just listening to our customers and talking to them, we've heard some customers talk about further cuts in NAND just in the last 24 hours.
Stacy Rasgon (Senior Analyst)
Like, do you think utilization in DRAM is still falling?
Doug Bettinger (EVP and CFO)
It's still at pretty low levels, Stacy.
Stacy Rasgon (Senior Analyst)
Okay, got it. Thank you.
Tim Archer (CEO)
Welcome. Yeah, thanks.
Operator (participant)
Our next question comes from Blayne Curtis from Barclays. Please go ahead with your question.
Hey, thanks for squeezing me in. I, maybe just following back up on what Stacy just asked. I'm just kind of confused. You raised the outlook for WFE by a couple billion dollars, and it seemed like it was memory that was the inflection. When you talk about memory, it seems like NAND's kind of flattish, and I'm just kind of curious how much of the increase, you know, is there in DRAM, or is really the growth you're seeing in September more kind of this China part that Stacy was just asking about?
Doug Bettinger (EVP and CFO)
Yeah, Blayne, Tim Archer pointed to two things, a little bit more in China and high bandwidth memory. As it's not a huge uptick in WFE, but those are the contributors.
Gotcha. Then I guess I just want to understand, you know, there's two moving pieces in Foundry logic, and, you know, you've seen some delays at the leading edge. Can just some commentary between those moving pieces, you know, kind of the non-China piece, what are you seeing for the back half of this year?
We described in general, when you, when you look at WFE down where it is, you know, memory's down mid-40s, and you probably know kind of where that is run rating. It suggested Foundry logic looks like it's down, roughly 10%. And yeah, you're right. There's been a little bit of a softening in leading-edge Foundry logic. We talked a little bit about that last quarter. I'm not sure we're describing anything incremental. Perhaps we saw some things others didn't see sooner than they did, but that's how we see things setting up right now.
Okay. Thanks, Doug.
Thanks, Blayne.
Vivek Arya (Managing Director)
Operator, we have time for one more question, please.
Operator (participant)
ladies and gentlemen, our final question will come from Vijay Rakesh from Mizuho. Please go ahead with your question.
Hi, just a question on as you look at WFE for next year, any thoughts on how much some of these onshore greenfield fabs could contribute to CapEx for next year?
Tim Archer (CEO)
Well, I think it's, as we're just in the middle of this year, it's too early to talk about 2024 from a, an absolute number. Clearly, as we move through the next couple of years, you know, I talked about these regionalization efforts building momentum. I do think that we'll see that becoming a meaningful, you know, contributor to spending, not only here, but in other parts of the world.
Got it. Then on the AI side, obviously, you have mentioned packaging as a big roadmap there. When you look at CoWoS packaging, any thoughts on how much, you know, what your exposure is there and how you see that growing next year, I guess? Thanks.
Yeah, I mean, everything related to advanced packaging is growing right now. I would say Lam's exposure, you know, kind of across the board in etch and deposition is very strong. I called out specifically HBM, but you're right. I mean, when you look at the importance of things like CoWoS to an AI package system, you know, our exposure there even broadens further to the types of tools that we sell in there. You know, I mentioned this point, if people caught it, you know, even in advanced packaging, we're having to invest in new technologies for atomic scale processing. You can see things like ALD being used in advanced packaging now.
We're really in a world where ALD is being used for advanced packaging, ALE is being used for 200 millimeter GaN. You know, I think that it is creating tremendous opportunities for Lam to leverage, you know, our really broad portfolio of technologies for all these new emerging, growth opportunities, and it's pretty exciting.
Got it. Thank you.
Yep, thank you.
Krish Sankar (Managing Director and Senior Research Analyst)
Thanks, Vijay.
Operator (participant)
With that, ladies and gentlemen, we'll be turning the floor back over to the management team for any closing remarks. Management, are you able to hear me? Ladies and gentlemen, we'll be closing today's conference call. We thank you for joining. You may now disconnect your lines.
